diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 3ab4bb421c6c82b34e9b5946d2aac1fe92489a39..a62c8e72836c518d904dcaa72e2551ac5cf70331 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": "20260609T000018Z", - "generated_at": "2026-06-09T00:09:07Z", + "snapshot_id": "20260609T060025Z", + "generated_at": "2026-06-09T06:09:53Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -2192,6 +2192,281 @@ ] } ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] } ], "duplicate_issues": [], @@ -2249,6 +2524,15 @@ "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, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index a0c9775f14fe39b6d30eeb8b67485cc3b0d16a26..0026370e22c5f114837ca6488e8d9b2b1912bf09 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": "20260609T000018Z", - "generated_at": "2026-06-09T00:09:07Z", + "snapshot_id": "20260609T060025Z", + "generated_at": "2026-06-09T06:09:53Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:24643", "issue:30277", @@ -30,7 +30,6 @@ "issue:41762", "issue:42915", "issue:43039", - "issue:43296", "issue:43425", "issue:43541", "issue:43596", @@ -65,7 +64,8 @@ "issue:46294", "issue:46304", "issue:46402", - "issue:46468" + "issue:46468", + "issue:46515" ], "soft_pairs": [ "issue:44322|issue:45464", @@ -80,8 +80,8 @@ "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", @@ -96,8 +96,8 @@ "issue:43039|issue:45161", "issue:43975|issue:44457", "issue:44292|issue:44457", - "issue:24643|issue:30277", "issue:34928|issue:44805", + "issue:24643|issue:30277", "issue:45859|issue:45902", "issue:43638|issue:45161", "issue:34928|issue:36331", @@ -106,10 +106,11 @@ "issue:45874|issue:46294", "issue:44292|issue:45237", "issue:39290|issue:45081", + "issue:45800|issue:46515", "issue:45823|issue:45874", "issue:43425|issue:44292", - "issue:43828|issue:45161", "issue:34928|issue:41720", + "issue:43828|issue:45161", "issue:43828|issue:44292", "issue:43541|issue:43716", "issue:43716|issue:46468", @@ -129,435 +130,330 @@ "issue:45237|issue:46015", "issue:43039|issue:44805", "issue:43866|issue:46402", - "issue:45800|issue:46304", - "issue:43296|issue:46304", - "issue:41762|issue:43596", - "issue:39290|issue:41720" + "issue:45800|issue:46304" ], - "prepared_review_unit_hash": "0989a7b25d54f95d01bac5f5ad0d1dceed635d7b93094fe14e5947f3382a8a53", + "prepared_review_unit_hash": "f5bff87f55adf1c60230b8445dce577027e5fbd37a5c51be76c0d4cc7b86cc03", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 65, - "serialized_chars": 47164, - "estimated_input_tokens": 11791, - "estimated_eval_tokens": 23838 + "soft_pair_count": 63, + "serialized_chars": 46515, + "estimated_input_tokens": 11629, + "estimated_eval_tokens": 23514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with one clear duplicate pair around DeepSpeed ZeRO-3 index-out-of-bounds on empty tensors. Most other pairs share only broad themes like docs cleanup, dtype/device mismatches, or generic model/runtime failures and should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43596 is the cleanest representative of the DeepSpeed ZeRO-3 index-out-of-bounds bug; 43638 is the near-duplicate with the same failure mode on the same code path.", + "summary": "Mixed cluster with several unrelated issue families: distributed-training shape/index errors, model-specific incompatibilities, docs cleanup, and torch/version regressions. Only a small number of soft pairs look like true duplicates; most are just thematically similar.", + "confidence": 0.63, + "canonical_issue_reason": "No single canonical issue cleanly represents this heterogeneous set; the items split into multiple unrelated bugs and docs regressions. If one anchor must be chosen, issue 34928 is the strongest standalone report because it is the most detailed and heavily discussed.", "canonical_pr_reason": null, - "best_issue_reason": "43596 is the best issue anchor because it is concise, specific, and captures the shared core failure more generally than the variant report.", + "best_issue_reason": "Issue 34928 is the best single issue candidate overall: it has the richest reproduction details, the most discussion, and a concrete distributed-training failure mode. It is still not a representative canonical for the whole mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: Qwen3.5 config attribute error vs streaming chat/completions API breakage." + "reason": "Different failures: missing config attribute vs streaming chat/completions runtime error; same model family but not the same bug." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different backends and bugs: AMD GPU support vs MPS histogram op on int tensors." + "reason": "Different models, backends, and error paths (AMD GPU inference vs MPS histogram op on Int)." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different problems: image preprocessor/model dtype mismatch vs AMD GPU runtime failure." + "reason": "Both are hardware/model execution problems, but the affected model, modality, and failure mode are unrelated." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are runtime errors, but the model paths and root causes differ." + "reason": "Different code paths and symptoms; autocast dtype mismatch is not the same issue as AMD GPU failure." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Unrelated model/backend issues; no shared bug or fix path." + "reason": "Different model and different runtime failure; only broad GPU execution context overlaps." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and failure modes; not the same underlying issue." + "reason": "Both mention MoE-ish model execution, but the concrete bugs and failing methods are different." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collectives mismatch vs ONNX export error; separate code paths." + "reason": "Distributed ZeRO3 collective mismatch and ONNX export error are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failures are unrelated." + "reason": "Export-to-ONNX failure vs Qwen3Moe FP8 failure; same broad area only by coincidence." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error vs device-mapped CUDA assert; different bugs." + "reason": "Different models and failure modes; ONNX export is unrelated to auto device mapping cuda assert." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Different scope: task crash vs outdated RAG examples docs." + "reason": "Task crash vs outdated RAG examples; not the same underlying bug or change." }, { "left": "issue:44509", "right": "issue:44512", - "accept": false, - "reason": "Both are docs cleanup, but they reference different removed artifacts and are not the same change." + "accept": true, + "reason": "Both are v5 docs cleanup issues about stale removed functionality references; one docs fix could address both." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure and GenerationMixin import error are unrelated." + "reason": "ONNX export error and GenerationMixin import error are separate API breakages." }, { - "left": "issue:44805", - "right": "issue:45823", + "left": "issue:44918", + "right": "issue:46165", "accept": false, - "reason": "Mask/tensor shape mismatch is not the same as a device-map forward device mismatch." + "reason": "Trainer embedding unpacking bug vs resume/trust_remote_code issue; different code paths." }, { - "left": "issue:44918", - "right": "issue:46165", + "left": "issue:44805", + "right": "issue:45823", "accept": false, - "reason": "Different training issues: TRL SFT unpacking vs resume/trust_remote_code." + "reason": "Both are device/mask mismatch style failures, but they affect different models and different forwarding logic." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-style reports, but one is ZeRO-3 init and the other is mask shape mismatch." + "reason": "Both are tensor-shape related, but one is ZeRO3/BERT empty-indexing and the other is a mask/index shape mismatch; not clearly the same bug." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Bert ZeRO-3 index error is unrelated to training resume with trust_remote_code." + "reason": "Different training/resume behaviors and different failure signatures." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failure classes: ZeRO-3 empty-tensor indexing vs tensor mask shape mismatch." + "reason": "Both involve shape/index errors, but the BERT ZeRO3 empty tensor path is distinct from the mask/tensor indexing failure." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Shape mismatch during indexing vs video token/template mismatch; unrelated." + "reason": "Different modalities and error causes; mask/index mismatch is not the same as video feature/token mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different runtime failures: indexing shape mismatch vs GPT-OSS tensor parallel issue." + "reason": "Different subsystems: generic tensor indexing error vs tensor-parallel MoE routing problem." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Training resume bug and Nemotron example breakage are separate issues." + "reason": "Resume-training trust_remote_code problem is unrelated to the Nemotron example failure." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video template StopIteration and training resume bug are unrelated." + "reason": "Video chat-template mismatch and resume-training issue are unrelated." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Different model/setup and different failure mode." + "reason": "Zero3/BERT initialization failure is unrelated to model resume/trust_remote_code behavior." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT ONNX export." + "reason": "Processor voice_preset bug and ONNX export failure are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both mention DeepSpeed, but the model failures and symptoms differ." + "reason": "Different distributed-training bugs with different trigger conditions and error signatures." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same exact ZeRO-3 index-out-of-bounds failure on a zero-sized tensor during Bert-related loading/init." + "reason": "Both report the same DeepSpeed ZeRO-3 + BERT zero-sized parameter/index-0 failure, with only minor wording differences." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger kernel cross_entropy routing and GPT-OSS TP failure are different issues." + "reason": "Liger cross-entropy interception and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Tokenizer detokenization bug and LoRA merge/save mismatch are unrelated." + "reason": "Detokenization regression and LoRA merge/reload inconsistency are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime failure vs LoRA weight merge/load inconsistency." + "reason": "NVFP4 runtime error and LoRA save/reload mismatch are unrelated." }, { - "left": "issue:24643", - "right": "issue:30277", + "left": "issue:34928", + "right": "issue:44805", "accept": false, - "reason": "Different DeepSpeed-related errors with different symptoms and code paths." + "reason": "Both are training-time tensor shape issues, but they involve different mechanisms (activation checkpointing/FSDP vs indexing/mask mismatch)." }, { - "left": "issue:34928", - "right": "issue:44805", + "left": "issue:24643", + "right": "issue:30277", "accept": false, - "reason": "FSDP activation checkpointing mismatch is not the same as the mask indexing error." + "reason": "DeepSpeed weight-shape error and collective mismatch are different distributed-training failures." }, { "left": "issue:45859", "right": "issue:45902", - "accept": false, - "reason": "Same class name, but different bugs: CPU offload incompatibility vs uninitialized memory after materialization." + "accept": true, + "reason": "Both describe the same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug: buffers are not correctly handled when moving from meta/offload to CUDA." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime failures; no shared bug." + "reason": "Different model families and failure modes; ZeRO3/BERT indexing is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Checkpointing tensor-size mismatch and CustomTrainer API breakage are unrelated." + "reason": "Activation-checkpointing/FSDP recompute mismatch and custom compute_loss signature breakage are separate trainer issues." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Bert ZeRO-3 index error is unrelated to GPT-OSS tensor parallel issues." + "reason": "Different runtime and model-parallel problems; not the same bug." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures; not mergeable as one bug." + "reason": "Different model-specific failures: dtype mismatch in preprocessing vs invalid method call in GraniteMoEHybrid." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Reverse embedding lookup cost bug and video chat-template mismatch are different issues." + "reason": "Both involve multimodal Gemma/Qwen inputs, but one is reverse embedding lookup and the other is video token/feature mismatch." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen NVFP4 failure vs AMD GPU incompatibility are unrelated." + "reason": "Different model/runtime failures and hardware contexts." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding_window_pattern regression and Mistral regex patch crash are separate bugs." + "reason": "Gemma3/vLLM attribute error and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both are the same torch 2.4.1 compatibility regression; one report is just more specific about the transformers version." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-map forward mismatch and expensive reverse embedding lookup are different problems." + "reason": "Different Gemma4 bugs: device placement mismatch vs expensive reverse embedding lookup." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch/Transformers compatibility issue is unrelated to Qwen-3-8B-NVFP4 runtime failure." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different code paths." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "FSDP checkpointing mismatch vs CUDA assert on auto device mapping." + "reason": "Generic torch incompatibility and Qwen-3 NVFP4 runtime error are not the same issue." }, { "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Both are runtime errors, but the underlying bugs are different." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Mixtral grouped_mm tracing error and Mistral dtype mismatch are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:46468", - "accept": false, - "reason": "Different model families and different failure symptoms." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Mistral dtype mismatch and MPS histogram op issue are unrelated." - }, - { - "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT unpacking bug is unrelated to GPT-OSS tensor parallel failure." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Different Qwen-related failures with no shared code-path evidence." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different model/runtime failures; not the same bug." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "GraniteMoEHybrid invalid method call is unrelated to MPS int histogram support." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger kernel cross_entropy call and TRL embedding unpacking are separate issues." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but the model/setup differs enough that the duplicate link is not strong enough." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are docs regressions from v5 removals, but they cover different removed items and pages." - }, - { - "left": "issue:43828", - "right": "issue:45685", - "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram issue are unrelated." - }, - { - "left": "issue:44918", - "right": "issue:45685", - "accept": false, - "reason": "TR L SFT trainer issue and MPS histogram issue are not the same bug." - }, - { - "left": "issue:43039", - "right": "issue:43828", - "accept": false, - "reason": "Different runtime failures in different subsystems." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Deepspeed collective mismatch and CustomTrainer signature breakage are unrelated." + "reason": "Distributed collectives mismatch and trainer compute_loss signature error are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation checkpointing mismatch and GenerationMixin import error are unrelated." + "reason": "FSDP activation checkpointing mismatch and GenerationMixin import failure are unrelated." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "AMD GPU runtime failure and RAG docs cleanup are not the same issue." + "reason": "GPU inference failure and outdated RAG docs are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross_entropy routing and indexing shape mismatch are different bugs." + "reason": "Liger kernel cross-entropy routing and mask/index shape mismatch are unrelated." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Checkpoint corruption and missing text-encoder weights are distinct problems." + "reason": "Checkpoint corruption and missing text encoder weights are different model-loading problems." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Torch/Transformers version incompatibility and USE_DISTRIBUTED=0 support regression are unrelated." - }, - { - "left": "issue:43296", - "right": "issue:46304", - "accept": false, - "reason": "vLLM PaddleOCR-VL loading failure and distributed build regression are separate issues." - }, - { - "left": "issue:41762", - "right": "issue:43596", - "accept": false, - "reason": "Very similar symptom, but different model contexts; not enough evidence they are the same duplicate." - }, - { - "left": "issue:39290", - "right": "issue:41720", - "accept": false, - "reason": "Gemma3 sliding-window regression and Qwen3 auto device-map CUDA assert are unrelated." + "reason": "Both mention torch/version support, but the concrete breakage and affected runtime paths are different." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted duplicate pair (43596/43638) is well-supported by the nearly identical ZeRO-3 index-out-of-bounds titles, and the other verdicts mostly avoid over-claiming sameness across clearly different bugs. The only mild caution is that the explanation for 43596/43638 leans a bit on shared code-path language that is not explicit in the packet, but it does not materially overstate the evidence." + "feedback": "The summary is grounded in the packet and stays appropriately conservative about the cluster being mixed. The canonical-anchor choice for issue 34928 is supported by its high discussion activity and detailed report. The accepted soft pairs are also reasonably conservative: 43596/43638 and 45859/45902 look like true duplicates, and 44509/44512 are both docs-v5 cleanup issues in the same general removal family, so treating them as mergeable is defensible." }, "evaluator_used": true, "retried": false, @@ -576,11 +472,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:36010", "issue:39290", "issue:41093", + "issue:41720", "issue:41762", "issue:43039", "issue:43296", @@ -599,7 +496,6 @@ "issue:43872", "issue:43901", "issue:43975", - "issue:44291", "issue:44292", "issue:44387", "issue:44512", @@ -628,23 +524,26 @@ "issue:46304" ], "soft_pairs": [ + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", "issue:44589|issue:46304", + "issue:43901|issue:44512", "issue:45823|issue:46294", "issue:45237|issue:45901", - "issue:43901|issue:44512", "issue:44841|issue:45823", "issue:43039|issue:44560", "issue:43975|issue:46015", "issue:44863|issue:46015", - "issue:45020|issue:46304", "issue:45812|issue:45920", + "issue:45020|issue:46304", "issue:43866|issue:44863", "issue:44292|issue:46015", "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:41093|issue:43638", - "issue:43792|issue:45901", "issue:43854|issue:43866", + "issue:43792|issue:45901", "issue:43425|issue:45070", "issue:43596|issue:45800", "issue:43975|issue:45901", @@ -658,309 +557,260 @@ "issue:43541|issue:43828", "issue:44841|issue:45084", "issue:36010|issue:39290", - "issue:45800|issue:45823", "issue:41093|issue:41762", + "issue:45800|issue:45823", "issue:43296|issue:43366", "issue:43572|issue:45070", "issue:44805|issue:44918", - "issue:43541|issue:45161", "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:43541|issue:45161", + "issue:43828|issue:45464" ], - "prepared_review_unit_hash": "025dcbb14be56c02d95f113c46b017d57ada9903d5ca66d1a480948a964136dc", + "prepared_review_unit_hash": "fd0d2e3b9304a3492e7d9176bfcc5dd2b8b250fe6fa3c20e1b26e14ef690f4f4", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 42, - "serialized_chars": 40097, - "estimated_input_tokens": 10025, - "estimated_eval_tokens": 20306 + "soft_pair_count": 41, + "serialized_chars": 39729, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct Transformers issues, many around v5 regressions and model-specific incompatibilities. I only see one plausible duplicate pair: the AutoTokenizer wrong-token-ID regression reports. No PRs are present.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45920 is the best canonical issue because it describes the broadest form of the tokenizer regression across multiple model families, subsuming the narrower Granite-only report.", + "summary": "Loose similarity cluster around transformers regressions, model-loading failures, and compatibility issues, but the soft pairs are not true duplicates; they describe different models, APIs, or failure modes.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45812 is the broadest representative in this set: it\u2019s a concrete v4\u2192v5 tokenizer regression affecting multiple model families, whereas most other issues are narrower or on different code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest global representative for this cluster\u2019s one true duplicate family: a broad v5 AutoTokenizer token-ID regression affecting several models.", + "best_issue_reason": "issue:45812 is the best overall anchor for the cluster because it has the widest scope and clearest cross-model impact among the issues listed.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44589", + "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different failures: float8 storage lookup vs distributed-build support breakage." + "reason": "Both are version-related load/runtime problems, but one is a vLLM PaddleOCR-VL load failure and the other is a PyTorch USE_DISTRIBUTED support regression." }, { - "left": "issue:45823", - "right": "issue:46294", + "left": "issue:41762", + "right": "issue:43596", "accept": false, - "reason": "Both are model loading/forward issues, but on different models and different code paths (device mismatch vs chat-template video token mismatch)." + "reason": "Both involve DeepSpeed ZeRO-3 index errors, but one is Gemma3 loading and the other is BertModel; different model paths and triggers." }, { - "left": "issue:45237", - "right": "issue:45901", + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding-window config breakage and Qwen3 auto device map CUDA asserts are different failures in different model families." + }, + { + "left": "issue:44589", + "right": "issue:46304", "accept": false, - "reason": "Unrelated symptoms: AMD GPU support problem vs table-question-answering task crash." + "reason": "One is a float8 storage/type lookup error; the other is a distributed-build compatibility issue. Different underlying bugs." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs complaints, but about different APIs and different stale references." + "reason": "This is docs drift versus a removed CLI command; they are unrelated documentation issues." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both mention device/input handling, but one is Gemma4 PLE device mismatch and the other is Qwen3.5 video token/template mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS on AMD GPUs and a table-question-answering crash are unrelated failures." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different models and failures: processor parsing vs PLE device placement." + "reason": "Voxtral processor failure and Gemma4 device mismatch are different code paths and symptoms." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch and Qwen3-VL video StopIteration are unrelated." + "reason": "Liger Kernel cross_entropy dispatch and Qwen3-vl video StopIteration are not the same bug." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Detokenization bug vs outdated RAG examples; no shared underlying code path." + "reason": "DeepSeek detokenization regression and outdated RAG examples are unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint-loading failure vs documentation update; not the same bug." + "reason": "NemotronH checkpoint loading and RAG docs examples are different issues." }, { - "left": "issue:45020", - "right": "issue:46304", + "left": "issue:45812", + "right": "issue:45920", "accept": false, - "reason": "Remote_code model breakage and USE_DISTRIBUTED=0 support are separate regressions." + "reason": "Both are tokenizer regressions, but 45812 is Granite-specific while 45920 spans a different set of model families and wording." }, { - "left": "issue:45812", - "right": "issue:45920", - "accept": true, - "reason": "Same underlying v5 AutoTokenizer regression: both report wrong token IDs, with 45920 as the broader multi-model umbrella." + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code breakage and USE_DISTRIBUTED build support are different compatibility regressions." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different checkpoints/models." + "reason": "Ovis2 checkpoint corruption and NemotronH loading failure are distinct model-specific problems." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG docs issues." + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG documentation updates are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes init-arg incompatibility is not the same as distributed support regression." + "reason": "bitsandbytes Int8Params constructor incompatibility is a quantization-library API issue, not the distributed build problem in 46304." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding windows, but they target different models and different failure modes." + "reason": "Both mention sliding_window, but Gemma3 config missing an attribute and Qwen3-MoE sliding_window behavior are different defects." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Similar IndexError wording, but one is a mask-shape mismatch and the other is a zero-sized-tensor/indexing failure under different conditions." + "reason": "Both are IndexErrors during loading, but one is a mask/tensor shape mismatch and the other is ZeRO-3 init with non-pretrained BertModel." }, { - "left": "issue:43792", - "right": "issue:45901", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Whisper model loading and table QA crashes are unrelated." + "reason": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are unrelated model issues." }, { - "left": "issue:43854", - "right": "issue:43866", + "left": "issue:43792", + "right": "issue:45901", "accept": false, - "reason": "Different checkpoints and symptoms; no evidence of a shared root cause." + "reason": "Whisper loading failure and table QA crash are different tasks and failure modes." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility vs pydantic/config regression are separate issues." + "reason": "Torch 2.10 incompatibility and the PretrainedConfig pydantic field regression are separate versioning problems." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3/BertModel indexing issue and torch/transformers version incompatibility are not the same bug." + "reason": "Both are compatibility regressions, but one is a ZeRO-3 Bert init failure and the other is a torch/transformers version mismatch." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization bug and table QA crash are unrelated." + "reason": "DeepSeek detokenization and table QA crashes are unrelated." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading issue vs pydantic PretrainedConfig regression." + "reason": "Whisper cannot run and the pydantic PretrainedConfig regression are different issues." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both involve Qwen3.5, but one is chat-related crashing and the other is streaming chat/completions failure." + "reason": "Both involve Qwen3.5, but one is a chat crash on a large model and the other is a streaming inference API failure on a smaller model." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Unrelated runtime error and task-specific crash." + "reason": "A Qwen-3-8B-NVFP4 runtime error and a table QA crash do not share the same underlying bug." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and distinct attribute/device errors." + "reason": "Gemma3 sliding-window attribute regression and Gemma4 device-map mismatch are different model-specific bugs." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + "reason": "A tied lm_head weight bug in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming API failure and MPS histogram int error are different problems." + "reason": "Qwen3.5 chat streaming failure and an MPS histogram int-support error are different subsystems and symptoms." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure and MPS int histogram error are not the same code path." + "reason": "Mixtral grouped_mm tracing and MPS histogram int support are unrelated execution-path bugs." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Different MoE-related runtime issues with different triggers and operators." + "reason": "Both touch MoE/runtime math, but grouped_mm tracing and autocast dtype mismatch are different concrete failures." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are shape/runtime errors, but the reported failures are different and model/trainer-specific." - }, - { - "left": "issue:36010", - "right": "issue:39290", - "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern are unrelated." - }, - { - "left": "issue:45800", - "right": "issue:45823", - "accept": false, - "reason": "Torch/transformers version incompatibility vs device-map forward mismatch." - }, - { - "left": "issue:41093", - "right": "issue:41762", - "accept": false, - "reason": "Both are IndexError reports, but they arise from different loading paths and symptoms." - }, - { - "left": "issue:43296", - "right": "issue:43366", - "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support request are different issues." - }, - { - "left": "issue:43572", - "right": "issue:45070", - "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the pydantic PretrainedConfig regression." + "reason": "Shape-mask IndexError and Qwen3.5 embedding unpacking with TRL SFT are similar-looking but distinct bugs." }, { - "left": "issue:44805", - "right": "issue:44918", + "left": "issue:44387", + "right": "issue:45005", "accept": false, - "reason": "Duplicate in theme only; the concrete failure modes differ." + "reason": "Int4 OOM under v5 and tied-weights translation-model issues are different regressions." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm tracing error and GPT-OSS TP-only behavior are different bugs." - }, - { - "left": "issue:44387", - "right": "issue:45005", - "accept": false, - "reason": "Int4 memory/OOM regression and tied-weights translation-model issue are not the same problem." + "reason": "Mixtral grouped_mm tracing and GPT-OSS MoE TP-only failure are both MoE-related but not the same code-path bug." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and streaming inference failure on different Qwen models are distinct." - }, - { - "left": "issue:44291", - "right": "issue:45070", - "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError and PretrainedConfig pydantic breakage are separate regressions." - }, - { - "left": "issue:43366", - "right": "issue:45464", - "accept": false, - "reason": "GGUF gpt-oss support request vs Qwen3.5 streaming failure are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:45070", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and pydantic config regression are different code paths." - }, - { - "left": "issue:45020", - "right": "issue:45800", - "accept": false, - "reason": "Remote_code compatibility break and torch 2.4.1/transformers 5.8.0 incompatibility are not the same bug." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming inference failure are distinct." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The canonical issue choice is well supported by the packet: 45920 is the broader AutoTokenizer wrong-token-ID regression, and 45812 is the narrower Granite-only instance. The summary stays conservative about the rest of the cluster, and the soft-edge rejections are mostly justified by clear title-level differences. No PR pairs are present." - }, - "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 }, @@ -975,7 +825,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:36331", "issue:39186", @@ -985,18 +835,19 @@ "issue:41762", "issue:42915", "issue:43054", + "issue:43366", "issue:43404", + "issue:43531", "issue:43541", "issue:43596", "issue:43644", "issue:43645", "issue:43716", - "issue:43828", - "issue:43872", "issue:43873", "issue:43950", "issue:43975", "issue:43994", + "issue:44291", "issue:44292", "issue:44360", "issue:44479", @@ -1007,45 +858,48 @@ "issue:44589", "issue:44863", "issue:44918", - "issue:44928", "issue:44960", "issue:45005", + "issue:45020", + "issue:45070", "issue:45183", "issue:45399", + "issue:45464", "issue:45507", - "issue:45542", "issue:45632", "issue:45698", "issue:45759", "issue:45800", "issue:45902", - "issue:45920", "issue:46294", "issue:46463", "issue:46489", "issue:46491" ], "soft_pairs": [ + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", "issue:43716|issue:46294", + "issue:45020|issue:45800", "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:43716|issue:44918", + "issue:40990|issue:44960", "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:45183|issue:46463", "issue:46489|issue:46491", - "issue:44863|issue:45005", "issue:44918|issue:45507", "issue:44492|issue:44512", "issue:43975|issue:44292", @@ -1053,241 +907,231 @@ "issue:43950|issue:44534", "issue:39692|issue:43054", "issue:43644|issue:43950", - "issue:36331|issue:41762", - "issue:43828|issue:44928", - "issue:43872|issue:44589", - "issue:45920|issue:46489", - "issue:43950|issue:45902" + "issue:36331|issue:41762" ], - "prepared_review_unit_hash": "8c52a5f91a9ce19374fc09280c9ca7513a9f0db5aba504219c239bca5b750a4c", + "prepared_review_unit_hash": "afe2e254ff63361c6e8ab854757252fcfc57d166bb02bd8e40f63580d0b3f0ec", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36859, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36944, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only a few small duplicate groups are credible: non-persistent buffer corruption in v5, trust_remote_code/custom-module loading collisions, tied-weights regressions, and input_ids/inputs_embeds validation messaging. Most other soft pairs share only a broad subsystem or symptom class, not the same concrete bug.", - "confidence": 0.74, - "canonical_issue_reason": "43950 is the clearest canonical anchor for the non-persistent-buffer regression: it states the generic `from_pretrained`/`register_buffer(persistent=False)` corruption cleanly and subsumes the more specific wording in 43644 and 44534.", + "summary": "Mostly unrelated Transformers regression reports. The only clear duplicate chain is the non-persistent-buffer corruption bug around 43644/43950/44534; the rest are mostly broad symptom or model-family similarities, not the same underlying defect.", + "confidence": 0.46, + "canonical_issue_reason": "43644 is the broadest and clearest statement of the non-persistent-buffer regression, and 43950/44534 read like direct rephrasings of that same bug.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best single issue to keep because it is broad, precise, and represents a real duplicate set rather than just a theme; it also has the strongest claim to the underlying v5 regression among the issues shown.", + "best_issue_reason": "43644 is the best cluster representative because it captures the underlying regression in general terms and anchors the only strong duplicate chain in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different bugs: init_empty_weights/_is_hf_initialized argument handling vs a pydantic config regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated features: gpt-oss GGUF support vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Different code paths: Qwen3-MoE sliding_window behavior vs pydantic model validation." + }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both involve multimodal input handling, but one is an image dtype mismatch and the other is a video feature/token count mismatch; different bugs." + "reason": "Both are multimodal, but image-preprocessor dtype mismatch and video token/template mismatch are different bugs." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both mention compatibility, but remote_code breakage and torch/transformers version incompatibility are not the same defect." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Unrelated runtime failures: torch dynamo/grouped_mm tracing vs missing Float8 storage type." + "reason": "Different failures: torch dynamo grouped_mm tracing vs missing Float8 storage type." }, { "left": "issue:44479", "right": "issue:46294", "accept": false, - "reason": "Both mention Qwen video input regressions, but the reported failures and trigger paths differ enough that they do not look like one concrete bug." + "reason": "Related Qwen3.5 video-input symptoms, but the evidence is too broad to call this the same concrete bug." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a ZeRO-3 empty-dimension failure in BertModel." + "reason": "Both are shape/indexing errors, but the reported failure modes and loading contexts differ." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and the other is a model/pipeline output-quality problem." + "reason": "Similar SigLIP2 degradation symptoms, but no clear evidence they are the same underlying issue." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Different code paths: composite config unwrapping vs uninitialized rotary embedding state after `to_empty`." + "reason": "Different defects: composite config unwrapping vs uninitialized rotary embedding memory after materialization." }, { - "left": "issue:45542", - "right": "issue:45800", + "left": "issue:39186", + "right": "issue:44918", "accept": false, - "reason": "TensorBoard/TensorFlow backend detection and torch-transformers version incompatibility are separate issues." + "reason": "Different model/runtime problems: FSDP weight-shape error vs TRL embedding unpacking failure." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different model families and failures: image preprocessor dtype mismatch vs TRL SFT input-embedding unpacking error." + "reason": "Both involve model loading/training, but the failures are on different paths and unrelated." }, { - "left": "issue:39186", - "right": "issue:44918", + "left": "issue:40990", + "right": "issue:44960", "accept": false, - "reason": "FSDP 2-D weight error is not the same bug as the Qwen3.5 TRL SFT failure." + "reason": "No concrete overlap beyond broad model-quality complaints." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Both point to the same trust_remote_code/custom-module loading collision: a cache/path resolution bug causing the wrong local module to be loaded." + "accept": false, + "reason": "Both involve custom-code loading, but the cache-path collision and wrong-module-after-save reports are not clearly the same bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom model initialization in notebooks and flash-attn2 fallback gating are unrelated." + "reason": "Jupyter custom-model initialization regression and flash-attn fallback gating are different issues." }, { "left": "issue:43404", "right": "issue:45005", - "accept": true, - "reason": "43404 is a specific instance of the broader v5 tied-weights regression described in 45005; both are about weights not being tied correctly during model setup/load." - }, - { - "left": "issue:40990", - "right": "issue:44960", "accept": false, - "reason": "Perplexity on gpt-oss-20b and GLM5 are unrelated model-specific reports." + "reason": "Both mention tied weights, but they affect different model families and likely different code paths." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn2 fallback checks do not share a concrete bug." + "reason": "FP8 config failure vs flash-attn2 fallback checks are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights handling." + "reason": "PagedAttention/linear_attention crash is unrelated to tied-weight handling." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is a different area from tied-weights initialization." + "reason": "Quantization offloading behavior is not the same as tied-weights regression." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer activation issue and docs mentioning a removed command are not the same bug." + "reason": "A DSA indexer discussion and a docs typo are not duplicates." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model weight tying." }, { "left": "issue:45183", "right": "issue:46463", - "accept": true, - "reason": "46463 looks like a T5-specific manifestation of the broader input_ids/inputs_embeds XOR validation problem described in 45183." + "accept": false, + "reason": "Both concern input validation messages, but the specific validators and model families differ too much to be a confident duplicate." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but the titles point to different model-specific whitespace/output failures without a clear shared concrete code path." - }, - { - "left": "issue:44863", - "right": "issue:45005", - "accept": false, - "reason": "NemotronH checkpoint loading and tied-weights regressions are unrelated." + "reason": "Different tokenizer regressions; only a broad round-trip symptom is shared." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL SFT unpacking failure and GraniteMoEHybrid invalid-method call are different issues." + "reason": "Unpacking Qwen3.5 embeddings and GraniteMoEHybrid invalid-method calls are different bugs." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache-strategy docs is not the same as a docs/runtime-command removal issue." + "reason": "Docs typos in different places are not the same issue." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Tokenizer detokenization and NVFP4 runtime errors are unrelated." + "reason": "Different tokenizer/runtime failures with no shared code path evident." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different model/runtime failures with no shared code path." + "reason": "Different model/runtime errors." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "These are the same non-persistent-buffer corruption regression, just phrased as generic junk buffers vs silent corruption after `from_pretrained`." + "reason": "Same non-persistent-buffer junk/corruption regression, just phrased differently." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs errors and SigLIP2 embedding quality complaints are not the same bug." + "reason": "SigLIP2 docs example errors are different from the broader text-embedding quality complaint." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying v5 regression: `from_pretrained`/initialization corrupts non-persistent buffers." + "reason": "Same non-persistent-buffer corruption regression; 43644 is the broader report and 43950 is the same bug in alternate wording." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Unexpected compute_loss kwarg and ZeRO-3 index-out-of-bounds are unrelated trainer/model failures." - }, - { - "left": "issue:43828", - "right": "issue:44928", - "accept": false, - "reason": "Both mention dtype/autocast issues, but one is a direct dtype mismatch error and the other is a Qwen3.5 RLHF NaN/SDPA fallback problem." - }, - { - "left": "issue:43872", - "right": "issue:44589", - "accept": false, - "reason": "Both are quantization-related TypeErrors, but one is bitsandbytes initialization and the other is a missing storage-object lookup." - }, - { - "left": "issue:45920", - "right": "issue:46489", - "accept": false, - "reason": "Different tokenizer regressions affecting different model families; no clear shared bug from the titles." - }, - { - "left": "issue:43950", - "right": "issue:45902", - "accept": false, - "reason": "Non-persistent-buffer corruption and uninitialized rotary embedding state after materialization are different failures." + "reason": "CustomTrainer keyword-arg mismatch is unrelated to Gemma3 ZeRO-3 loading failures." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it only groups pairs that have strong title-level evidence of the same concrete regression, while treating broader subsystem similarity as non-duplicate. The canonical issue choice around 43950 is also well supported by the duplicate set shown." + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the soft-edge handling is not conservative enough. In particular, several accepted pairs are justified mainly by broad symptom/model-family similarity rather than clear evidence of the same bug or a mergeable single fix (especially issue:43054\u2194issue:43994, and to a lesser extent issue:44479\u2194issue:46294, issue:45632\u2194issue:45698, and issue:45183\u2194issue:46463). The evidence in the packet supports relatedness, but not a confident duplicate verdict for all of those pairs." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1303,7 +1147,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:24643", "issue:28530", @@ -1314,10 +1158,8 @@ "issue:42915", "issue:42947", "issue:43054", - "issue:43404", "issue:43493", "issue:43643", - "issue:43742", "issue:43782", "issue:43824", "issue:43828", @@ -1333,8 +1175,10 @@ "issue:44403", "issue:44451", "issue:44488", + "issue:44589", "issue:44661", "issue:44910", + "issue:44928", "issue:44960", "issue:44991", "issue:45020", @@ -1350,263 +1194,281 @@ "issue:45823", "issue:45859", "issue:45902", + "issue:45920", "issue:46315", "issue:46489" ], "soft_pairs": [ + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43950|issue:45902", "issue:43866|issue:44403", + "issue:43054|issue:45701", "issue:38175|issue:43054", "issue:41553|issue:43883", - "issue:43054|issue:45701", "issue:44910|issue:45859", - "issue:42947|issue:44387", "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:43054|issue:43493", "issue:41553|issue:43881", "issue:44403|issue:44451", "issue:24643|issue:28530", - "issue:43054|issue:43493", "issue:43975|issue:45520", "issue:44403|issue:44488", "issue:42947|issue:43856", "issue:43643|issue:45020", "issue:41762|issue:42915", "issue:45685|issue:45823", + "issue:43782|issue:44960", "issue:43881|issue:43883", - "issue:44991|issue:45399", "issue:43824|issue:43872", + "issue:44991|issue:45399", "issue:45020|issue:45823", "issue:44661|issue:45020", - "issue:43828|issue:45823", "issue:42491|issue:44368", + "issue:43828|issue:45823", "issue:45081|issue:45399", "issue:45715|issue:46315", "issue:45488|issue:46489", - "issue:43782|issue:44960", - "issue:45020|issue:45356", - "issue:43742|issue:45399", - "issue:43404|issue:43950" + "issue:45020|issue:45356" ], - "prepared_review_unit_hash": "456959f322e9ee6380f2937178d3aa9f90334b03ed124f69831dbf68f0d323d1", + "prepared_review_unit_hash": "6a5b1d3ee8b3e9774710d673091255d9dcc005a6908b3284e561ac96ff80bf75", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36736, - "estimated_input_tokens": 9184, - "estimated_eval_tokens": 18624 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38000, + "estimated_input_tokens": 9500, + "estimated_eval_tokens": 19256 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous: tokenizer regressions, model-loading failures, distributed-training issues, and performance bugs. None of the soft pairs look like the same concrete bug/change, so I would not collapse any of them as duplicates.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45020 is the broadest umbrella report here, centered on recent Transformers v5 remote_code loading regressions, so it is the most reusable anchor among these issues.", + "summary": "The set is mostly heterogeneous; only the tokenizer v5 regression pair (45920/46489) looks like the same underlying bug. The rest are different model-loading, quantization, memory, or device-placement issues.", + "confidence": 0.71, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole set because it spans many unrelated bugs; the closest umbrella is issue 45920, which covers the broad tokenizer-id regression family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best overall issue anchor because it is general, well-scoped, and most likely to subsume adjacent remote_code/config-loading reports.", + "best_issue_reason": "Issue 45920 is the best global representative because it is the broadest open report in the one clear duplicate family here, and it naturally subsumes the narrower DeepSeek-Coder manifestation in 46489.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different bugs: dtype mismatch under autocast vs Flash Attention/3D position_ids causing illegal access/NaNs." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are backend/quantization failures, but the concrete errors and code paths differ." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Same tokenizer regression family in v5: 46489 is a narrower DeepSeek-Coder manifestation of the broader wrong-token-IDs bug in 45920." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve loading/materialization, but one is generic non-persistent-buffer corruption and the other is Qwen3_5Moe meta->to_empty uninitialized memory." + }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption in Ovis2 and generic loading noise are different failure modes and different code paths." + "reason": "Checkpoint corruption vs. noisy load messages; not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different problems: SigLIP2 embedding quality vs. tokenization changes across versions." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP/SigLIP2, but one is zero probabilities and the other is worse text embeddings; not the same bug." + "reason": "Related model family, but zero probabilities and degraded embeddings are distinct symptoms with no clear shared code-path." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Voxtral AutoTokenizer loading and Molmo missing all_tied_weights_keys are unrelated issues." + "reason": "Bad AutoTokenizer error reporting vs. missing all_tied_weights_keys on a different model class." }, { - "left": "issue:43054", - "right": "issue:45701", + "left": "issue:44910", + "right": "issue:45859", "accept": false, - "reason": "Model quality regression in SigLIP2 is not the same as a tokenizer conversion performance regression." + "reason": "Flash Attention crash on packed-sequence handling vs. CPU-offload incompatibility in rotary embedding." }, { - "left": "issue:44910", - "right": "issue:45859", + "left": "issue:45663", + "right": "issue:45902", "accept": false, - "reason": "Flash-attn illegal memory access from 3D position_ids is distinct from CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Different forward-path bug: Gemma4 FSDP2 shared_kv_states KeyError vs. Qwen3_5Moe buffer materialization issue." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "These are different memory-related problems: LoRA gradient checkpointing vs int4 quantization reserved-memory growth." + "reason": "Gradient checkpointing/LoRA issue vs. int4 quantization memory regression; unrelated failure modes." }, { - "left": "issue:45663", - "right": "issue:45902", + "left": "issue:43054", + "right": "issue:43493", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states rebuilding and Qwen3_5Moe inv_freq materialization are unrelated model-specific bugs." + "reason": "SigLIP2 text-embedding quality issue vs. HF/JAX implementation discrepancy; not the same bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer loading failure and glm-4v loading failure do not share a concrete root cause." + "reason": "Tokenizer error-message issue vs. a generic glm-4v-9b loading failure." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic load-time noise is not the same as a specific inability to load ScandiBERT." + "reason": "Loading noise/warnings vs. inability to load a specific model." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed weight-dimension training error and early-stopping metric lookup are unrelated training issues." - }, - { - "left": "issue:43054", - "right": "issue:43493", - "accept": false, - "reason": "SigLIP2 zero-probabilities and SigLIP2 HF-vs-JAX discrepancy are related at the model family level but not the same concrete bug." + "reason": "Training-with-DeepSpeed weight-shape error vs. early-stopping metric configuration warning." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization regression and flash_attn import_utils KeyError are completely different subsystems." + "reason": "Tokenizer detokenization regression vs. flash_attn import failure on Python 3.13." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise is broader than the specific sleng-bert loading failure; no shared root cause is evident." + "reason": "Unnecessary load noise vs. model loading failure." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "PEFT LoRA gradient-checkpointing behavior and Qwen3 MoE training memory inefficiency are distinct problems." + "reason": "LoRA gradient-checkpointing issue vs. Qwen3 MoE memory-usage regression." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code loading, but one is missing fields in AutoConfig and the other is a broader compatibility regression; not clearly the same concrete bug." + "reason": "Both mention remote_code, but one is missing fields in AutoConfig and the other is a broader compatibility regression; not clearly the same concrete bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure and Qwen3Moe FP8 config failure are unrelated model-specific issues." + "reason": "Different load-time failures on different model/config paths." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram int error in MoE and Gemma4 PLE device mismatch are different runtime/device bugs." + "reason": "MPS histogram op limitation vs. Gemma4 device-map mismatch; unrelated." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "glm-4v loading failure and Molmo missing all_tied_weights_keys are unrelated load-time errors." + "reason": "Qwen3VL weight_only load error vs. a GLM5 issue with no demonstrated shared code path." }, { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:43881", + "right": "issue:43883", "accept": false, - "reason": "Tokenizer loading failure for est-roberta and flash-attn fallback blocking are different concerns." + "reason": "Generic loading failure vs. specific missing attribute in Molmo model internals." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and bitsandbytes Int8Params incompatibility do not share a code path." + "reason": "Missing model-class import vs. bitsandbytes Int8Params incompatibility." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs. flash-attn fallback gating; different subsystems." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code regression and Gemma4 device mismatch are unrelated issues." + "reason": "Remote_code compatibility breakage vs. Gemma4 device placement bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "add-new-model-like tokenizer mapping failure is not the same as the remote_code loading regression." + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure vs. remote_code regression; not the same issue." }, { - "left": "issue:43828", - "right": "issue:45823", + "left": "issue:42491", + "right": "issue:44368", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 device placement are different bugs." + "reason": "Both involve Qwen3 MoE/LoRA, but one is cross-version model usability and the other is a warning about tie_word_embeddings." }, { - "left": "issue:42491", - "right": "issue:44368", + "left": "issue:43828", + "right": "issue:45823", "accept": false, - "reason": "Qwen3_moe LoRA compatibility across hf versions is not the same as a tie_word_embeddings warning." + "reason": "Dtype mismatch under autocast vs. device-map mismatch; different bugs." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash and flash-attn fallback gating are distinct tokenizer/attention issues." + "reason": "Mistral regex patch crash vs. flash-attn2 fallback blocking; unrelated." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "These are opposite tokenizer conversion directions and different performance hotspots, not one underlying bug." + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and don't clearly share the same concrete defect." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both affect DeepSeek tokenization, but one is ByteLevel being replaced by Metaspace and the other is a v1-specific output regression; not clearly the same fix." - }, - { - "left": "issue:43782", - "right": "issue:44960", - "accept": false, - "reason": "Qwen3VL weight_only loading error and GLM5 are unrelated model-loading reports." + "reason": "Both are tokenizer regressions in DeepSeek-related models, but the model families and code paths differ and the shared bug is not specific enough." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "A broad remote_code regression is not the same as the Kimi-K2.5 tokenizer regression from 5.3.0 to 5.4.0." - }, - { - "left": "issue:43742", - "right": "issue:45399", - "accept": false, - "reason": "MobileLLM key error and flash-attn fallback blocking are different failure paths." - }, - { - "left": "issue:43404", - "right": "issue:43950", - "accept": false, - "reason": "Untied lm_head weights in Mistral3 and non-persistent buffer corruption are unrelated state-loading bugs." + "reason": "Remote_code regression vs. Kimi-K2.5 tokenizer codec regression; different underlying failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The only soft accept, 45920/46489, is plausibly the same tokenizer regression family and is stated as a soft-edge match rather than a hard duplicate. The rest of the pairs are reasonably rejected as different failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1621,7 +1483,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:24643", "issue:30064", @@ -1632,11 +1494,12 @@ "issue:42947", "issue:43257", "issue:43366", + "issue:43404", "issue:43531", - "issue:43550", - "issue:43645", - "issue:43646", + "issue:43596", + "issue:43638", "issue:43716", + "issue:43742", "issue:43792", "issue:43827", "issue:43828", @@ -1644,6 +1507,7 @@ "issue:43872", "issue:43940", "issue:43950", + "issue:44155", "issue:44220", "issue:44291", "issue:44479", @@ -1651,272 +1515,264 @@ "issue:44509", "issue:44530", "issue:44560", - "issue:44589", "issue:44805", "issue:44863", - "issue:44910", - "issue:44918", "issue:44928", "issue:44991", "issue:45305", "issue:45313", "issue:45325", + "issue:45399", + "issue:45584", "issue:45588", "issue:45663", "issue:45685", - "issue:45812", "issue:45823", "issue:45834", "issue:45902", "issue:45923", "issue:46402", - "issue:46489" + "issue:46515" ], "soft_pairs": [ + "issue:43742|issue:45399", + "issue:43404|issue:43950", "issue:43827|issue:44509", + "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:43792|issue:44220", - "issue:43872|issue:44291", "issue:42947|issue:45923", + "issue:43257|issue:45305", "issue:41553|issue:44991", "issue:36331|issue:41093", "issue:43940|issue:45313", - "issue:43257|issue:45305", "issue:43854|issue:44863", "issue:44928|issue:45588", - "issue:44479|issue:44560", "issue:41093|issue:44805", + "issue:44479|issue:44560", "issue:41553|issue:44488", "issue:44863|issue:46402", "issue:24643|issue:30064", "issue:44530|issue:44863", + "issue:43596|issue:46515", "issue:43366|issue:43828", "issue:45325|issue:45902", + "issue:43638|issue:46515", "issue:45663|issue:45823", "issue:43366|issue:43531", + "issue:44155|issue:45584", "issue:43716|issue:44560", "issue:43950|issue:45834", - "issue:43366|issue:44589", - "issue:44560|issue:45685", - "issue:43645|issue:43646", - "issue:43550|issue:44910", - "issue:44560|issue:44918", - "issue:45812|issue:46489" + "issue:44560|issue:45685" ], - "prepared_review_unit_hash": "5500b78406bb4b7577b963c03cc84dd33330612cc1655e76dbd5c5d230ab63f5", + "prepared_review_unit_hash": "48f6ff24237dedd46430075020f511abe24f256226235c202d112bb530513605", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36651, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "serialized_chars": 36674, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issues, with a few clear duplicates around v5 docs cleanup, custom model init, `_is_hf_initialized` loading, and identical mask-shape index errors.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43872 is the clearest, most central report of the `_is_hf_initialized`/loading regression, with the most explicit exception and broader duplicate linkage than the newer follow-up.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:43872 is the strongest representative issue in this set: precise failure signature, concrete repro class, and good anchor for the related duplicate reports.", - "best_pr_reason": null, + "summary": "This cluster is mostly heterogeneous, but three duplicate subgroups stand out: the v5 docs/pipeline-removal reports, the `_is_hf_initialized` model-loading regression, and the generic mask-shape mismatch reports. The rest are too model- or subsystem-specific to merge.", + "confidence": 0.82, + "canonical_issue_reason": "No safe cluster-wide canonical: the items split into several unrelated subclusters (docs, tokenizer/loading, DeepSpeed, vision, audio, and model-specific bugs).", + "canonical_pr_reason": "No PRs in the cluster.", + "best_issue_reason": "If a single issue must anchor the closest duplicate subcluster, 44291 is the best choice: it states the `_is_hf_initialized` regression most clearly and directly overlaps with 43872.", + "best_pr_reason": "No PRs in the cluster.", "soft_edge_verdicts": [ { - "left": "issue:43827", - "right": "issue:44509", - "accept": true, - "reason": "Same v5 docs cleanup gap: removed summarization/translation/text2text pipeline tasks still referenced in docs." - }, - { - "left": "issue:42915", - "right": "issue:43872", + "left": "issue:43742", + "right": "issue:45399", "accept": false, - "reason": "Different problems: Qwen3Moe FP8 config failure vs bitsandbytes `_is_hf_initialized` load-time error." + "reason": "Different problems: MobileLLM loading key error vs flash-attn fallback gating; same broad loading theme only." }, { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:43404", + "right": "issue:43950", "accept": false, - "reason": "Both involve Whisper/audio, but the titles don't show the same concrete bug or code path." + "reason": "Both involve loading/state handling, but one is a tied-weight bug in Mistral3 while the other is a non-persistent buffer regression; not the same code-path bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both say v5 docs still reference removed summarization/translation pipeline tasks." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` TypeError during model loading/init_empty_weights; looks like the same regression." + "reason": "Same underlying `_is_hf_initialized` compatibility bug during model initialization/loading; 44291 is the broader description." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both are training/load failures, but FineGrainedFP8Config on Qwen3MoE is a different issue from the `_is_hf_initialized`/bitsandbytes regression." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Too little evidence that Whisper failing to run is the same root cause as the `_torch_extract_fbank_features()` issue; likely related but not clearly identical." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Different LoRA/gradient-checkpointing issues: ineffective checkpointing vs missing `supports_gradient_checkpointing` flag." + "reason": "Different gradient-checkpointing bugs: PEFT LoRA ineffectiveness vs missing supports_gradient_checkpointing on a trust_remote_code variant." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed bugs: missing weight conversion for Qwen3 MoE vs gradient averaging with GAS and model_accepts_loss_kwargs." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer regressions on different models and different failure modes." + "reason": "Different tokenizer-loading issues: Voxtral error messaging vs a concrete tokenizer load failure for EMBEDDIA/est-roberta." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Trainer API signature mismatch vs tensor mask shape mismatch; unrelated bugs." + "reason": "Different failures: Trainer compute_loss signature mismatch vs tensor mask shape mismatch." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are DeepSpeed ZeRO-3 load failures, but different model families and not enough evidence of the same root cause." - }, - { - "left": "issue:43257", - "right": "issue:45305", - "accept": false, - "reason": "Loading/weight conversion issue vs gradient averaging bug; distinct code paths." + "reason": "Same general ZeRO-3 loading area, but different model variants and symptoms; not enough to say the same concrete bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures for different architectures." + "reason": "Different model-loading failures for different architectures; only the generic 'can't load' phrasing overlaps." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Different attention-path crashes with different symptoms and triggers." - }, - { - "left": "issue:44479", - "right": "issue:44560", - "accept": false, - "reason": "Related video regressions, but one is broad multi-model behavior and the other is a specific StopIteration; not clearly the same bug." + "reason": "Unrelated bugs: RLHF NaN explosion from position_ids/SDPA fallback vs flash_attention crash on s_aux=None." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same IndexError class and same mask/indexed tensor shape-mismatch symptom, likely the same bug reproduced elsewhere." + "reason": "Near-identical generic mask/index shape-mismatch reports; same underlying index/mask length bug class." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Different video-input regressions affecting different Qwen variants and different failure modes." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer loading issues for different models." + "reason": "Different tokenizer-related problems; one is Voxtral error handling, the other is a model-specific load failure." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Different loading failures: checkpoint architecture mismatch vs missing text encoder weights." + "reason": "Both are model-loading problems, but NemotronH checkpoint loading and Sam3 text-encoder loading are distinct issues." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Unrelated training DeepSpeed weight-shape error vs image processor segmentation-map bug." + "reason": "Completely different bugs: DeepSpeed training weight shape vs image processor void segmentation handling." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Unrelated subsystems: PagedAttention linear_attention crash vs checkpoint loading failure." + "reason": "Different subsystems and symptoms; paged attention cache / linear_attention is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Both mention loading/runtime failures, but ZeRO-3/BertModel index-out-of-bounds and torch 2.4.1 incompatibility are not the same bug." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated: GGUF/gpt-oss support vs dtype mismatch under autocast." + "reason": "Different domains: GGUF gpt-oss architecture support vs autocast dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different bugs: Qwen2.5-VL rope scaling vs Qwen3_5Moe uninitialized memory after materialization." + "reason": "Both concern rotary/position-related code, but the reported bugs are different models and different failure mechanisms." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "A specific ZeRO-3/BertModel index error is not the same as a broad torch-version incompatibility report." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but different concrete failures and code paths." + "reason": "Both are Gemma4 issues, but one is an FSDP2 shared_kv_states bug and the other is a device_map device mismatch; different code paths." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated issues: GGUF architecture support vs sliding_window behavior." + "reason": "Different Qwen/GGUF issues: architecture support vs a sliding_window problem in Qwen3-MoE." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both affect inference, but AudioFlamingo3 track leakage is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different model-specific preprocessing/video failures; no clear shared root cause." + "reason": "Different multimodal regressions: Mistral-3 image preprocessor dtype mismatch vs Qwen3-vl video StopIteration." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption vs long OCR index error." + "reason": "Non-persistent buffer corruption during from_pretrained is unrelated to Kosmos2.5 long-ocr index errors." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different failures: video StopIteration vs MPS histogram unsupported for Int." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Same transformers 5.0.0 custom-model initialization breakage; one is just the notebook manifestation." - }, - { - "left": "issue:44589", - "right": "issue:43366", - "accept": false, - "reason": "Float8 storage lookup error is unrelated to GGUF/gpt-oss support." - }, - { - "left": "issue:45812", - "right": "issue:46489", - "accept": false, - "reason": "Both are tokenizer regressions, but on different model families with different symptoms and no clear shared fix." - }, - { - "left": "issue:43550", - "right": "issue:44910", - "accept": false, - "reason": "Different runtime crashes in different attention/code paths." - }, - { - "left": "issue:44918", - "right": "issue:44560", - "accept": false, - "reason": "Different bugs: Qwen3.5 embedding unpacking vs video StopIteration." - }, - { - "left": "issue:42947", - "right": "issue:45923", - "accept": false, - "reason": "Different issues: LoRA checkpointing effectiveness vs missing gradient-checkpointing support flag." + "reason": "Unrelated failures: Qwen3-vl video StopIteration vs MPS histogram_mps not implemented for Int." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted soft edges are well supported by the titles and issue descriptions: the v5 docs cleanup pair, the `_is_hf_initialized` loading regression pair, the identical mask-shape IndexError pair, and the custom model init pair all look like the same underlying bug or very close duplicates. The rejected pairs are also reasonably cautious. No major overstatement stood out." + "feedback": "The summary is grounded in the packet and stays conservative. The three accepted duplicate pairs are well supported by the issue titles/bodies: docs v5 pipeline removals, the `_is_hf_initialized` loading regression, and the mask-shape mismatch reports. The rejected pairs are mostly appropriately cautious, and the cluster-wide non-canonical judgment fits the heterogeneous set of issues." }, "evaluator_used": true, "retried": false, @@ -1935,7 +1791,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:36010", "issue:38175", @@ -1944,311 +1800,301 @@ "issue:42491", "issue:42617", "issue:42915", - "issue:43257", "issue:43317", "issue:43366", + "issue:43550", "issue:43596", "issue:43632", "issue:43638", "issue:43644", "issue:43645", - "issue:43708", + "issue:43646", "issue:43720", "issue:43824", - "issue:43854", - "issue:43856", - "issue:43873", - "issue:43931", "issue:43957", "issue:43994", - "issue:44075", - "issue:44155", - "issue:44387", "issue:44451", "issue:44488", "issue:44534", "issue:44560", + "issue:44589", "issue:44661", + "issue:44683", "issue:44756", "issue:44805", "issue:44877", + "issue:44910", + "issue:44918", "issue:44960", "issue:44977", + "issue:44991", "issue:45030", "issue:45276", "issue:45313", "issue:45357", "issue:45507", - "issue:45584", + "issue:45812", "issue:45823", "issue:45834", "issue:46459", "issue:46468", - "issue:46512" + "issue:46489", + "issue:46512", + "issue:46515" ], "soft_pairs": [ - "issue:42915|issue:43957", "issue:43824|issue:43957", + "issue:44683|issue:46515", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:45812|issue:46489", "issue:42617|issue:43366", + "issue:45823|issue:46515", "issue:36010|issue:42915", "issue:44661|issue:45823", "issue:44560|issue:44805", "issue:38175|issue:43994", "issue:43632|issue:45834", - "issue:44155|issue:45584", + "issue:44877|issue:45030", "issue:43638|issue:44661", "issue:43596|issue:44661", - "issue:44877|issue:45030", "issue:44661|issue:44805", "issue:43317|issue:44756", + "issue:43644|issue:44534", "issue:38175|issue:39692", "issue:42491|issue:43720", - "issue:46459|issue:46512", "issue:41720|issue:42915", - "issue:44451|issue:44488", + "issue:46459|issue:46512", + "issue:42915|issue:44756", "issue:45313|issue:45357", + "issue:44451|issue:44488", "issue:44960|issue:44977", - "issue:42915|issue:44756", "issue:42491|issue:45276", - "issue:43644|issue:44534", "issue:45507|issue:46468", - "issue:39692|issue:43994", - "issue:43708|issue:44075", - "issue:43856|issue:43873", + "issue:44488|issue:44991", "issue:43644|issue:43645", - "issue:43854|issue:43931", - "issue:43856|issue:44387", - "issue:43257|issue:43854" + "issue:39692|issue:43994" ], - "prepared_review_unit_hash": "b301d3d573592a9580f4cd4e04273f4fb5264f51b90d934820fe758f1558cac2", + "prepared_review_unit_hash": "9b6c195d2fe7197efd014f2e9033e68be100bdf29b01b1ee656d9ec46dd89fb2", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37094, - "estimated_input_tokens": 9274, - "estimated_eval_tokens": 18804 + "soft_pair_count": 34, + "serialized_chars": 37630, + "estimated_input_tokens": 9408, + "estimated_eval_tokens": 19072 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster. The only solid duplicate pair is 43644/44534; the BERT loading pair 44451/44488 is too speculative and should be rejected.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43644 is the best canonical issue: it describes the underlying regression clearly and has a near-verbatim duplicate in 44534.", + "summary": "This cluster is mostly a loose collection of Transformers v5-era regressions around model loading, initialization, tokenizers, and device/dtype handling. Only a couple of pairs look like true duplicates; most are related only at a broad subsystem level and should stay separate.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43646 is the best cluster anchor because it states the broadest and most central regression theme: Transformers 5.0.0 breaking custom model initialization. It covers the same family of initialization complaints more generally than the more specific notebook or flag-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "43644 is the strongest anchor because it states the core bug directly and is supported by the confirmed near-duplicate 44534.", + "best_issue_reason": "Issue 43646 is the strongest representative issue for this cluster: broad, clearly regression-focused, and likely to subsume nearby custom-model initialization reports without being too niche.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42915", + "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Different bugs: Qwen3Moe FineGrainedFP8Config failure vs a generic meta-device loading regression." + "reason": "Both are loading-related, but one is an import error for a specific Qwen2.5-VL class and the other is a meta-device loading failure across some models; different bugs." }, { - "left": "issue:43824", + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch/version compatibility, but one is a compiled flex_attention failure on torch>=2.9 and the other is a separate torch 2.4.1 incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated problems: GGUF gpt-oss architecture support versus a Float8 storage lookup TypeError." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same custom model initialization regression in Transformers 5.0.0; the notebook-specific report is a narrower manifestation of the broader issue." + }, + { + "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "A Qwen2.5-VL import error is not the same code-path problem as meta-device loading." + "reason": "Different failures: Qwen3Moe FineGrainedFP8Config versus meta-device model loading." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model/code paths: Bamba torch.compile with SDPA versus Qwen3.5 flash-attention illegal-memory-access from packed-sequence misinterpretation." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen models, but one is a video StopIteration error and the other is an input-embedding unpacking failure with TRL; not the same bug." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be distinct code paths, not one shared bug." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py execution failure and GGUF gpt-oss support are unrelated." + "reason": "No overlap beyond general model/runtime failure; 3d_parallel.py execution is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "A Gemma4 device-mismatch forward bug is unrelated to stale config dtype after from_config(dtype=...)." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure is unrelated to the Qwen3Moe FP8 config bug." + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated issues." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer-mapping/model-registration failure is a different bug from Gemma4 device-mismatch forward execution." + "reason": "Tokenizer mapping validation and Gemma4 device placement are different subsystems and different failure modes." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Qwen3-VL video StopIteration and a mask/tensor shape mismatch are different failures." + "reason": "Different errors: Qwen3-vl video StopIteration versus a generic mask/tensor shape mismatch." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Same model family, but zero probabilities vs nonsensical outputs are not enough to establish the same underlying bug." + "accept": true, + "reason": "Same underlying SigLIP2 regression: both report broken outputs for google/siglip2-base-patch16-224, just with different symptom descriptions." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "_is_hf_initialized flag regression and Kosmos2.5 OCR index error are unrelated." + "reason": "The _is_hf_initialized regression and Kosmos2.5 long-OCR index error are not the same code-path bug." }, { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription handling are different code paths." + "reason": "Both mention config validation, but the affected models and failure details differ; not a single duplicate bug." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Bert Zero-3 initialization failure is not the same as the add-new-model-like tokenizer mapping bug." + "reason": "Zero-3 Bert init failure and add-new-model-like tokenizer mapping failure are unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Both mention Bert/model loading, but the specific failures are different and not clearly duplicates." - }, - { - "left": "issue:44877", - "right": "issue:45030", - "accept": false, - "reason": "Both involve validation, but they concern different models and different validation breakages." + "reason": "A DeepSpeed ZeRO-3 Bert index error is not the same as the tokenizer-mapping bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping/model registration is unrelated to the mask-shape IndexError." + "reason": "Tokenizer-mapping validation and tensor mask shape mismatch are different issues." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Quantized-model offload failure and Strix Halo mmap OOM are different issues." + "reason": "Device-map offload loading failure and Strix Halo mmap OOM are separate problems." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same non-persistent-buffer regression in Transformers v5, described with slightly different wording/version framing." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 output anomaly and SigLIP2 docs-example/quantization errors are not the same concrete bug." + "reason": "Both concern SigLIP2, but one is an inference-output regression and the other is a broken documentation example with mismatched processor/model and quantization issues." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3 MoE HF4/HF5 compatibility and BitNet packed-weight unpacking are different loading problems." - }, - { - "left": "issue:46459", - "right": "issue:46512", - "accept": false, - "reason": "Both involve dtype, but one is about checkpoint loading and the other about config state after from_config." + "reason": "Qwen3_moe LoRA compatibility on hf5.x and BitNet packed-weight handling are different bugs." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Auto device-map cuda assert on A800 is unrelated to the Qwen3Moe FP8 config failure." - }, - { - "left": "issue:44451", - "right": "issue:44488", - "accept": false, - "reason": "Both are BERT loading failures, but they affect different repos and do not establish the same regression or code path." - }, - { - "left": "issue:45313", - "right": "issue:45357", - "accept": false, - "reason": "ZeRO-3 weight loading for language_model and incorrect visual-encoder save_pretrained keys are different bugs." + "reason": "Qwen3 auto device mapping on A800 and Qwen3Moe FP8 config failure are distinct regressions." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:46459", + "right": "issue:46512", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention failures are unrelated model-specific bugs." + "reason": "Both involve dtype handling, but one is composite-checkpoint loading ignoring dtype and the other is from_config leaving config.dtype stale." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to Strix Halo mmap OOM." - }, - { - "left": "issue:42491", - "right": "issue:45276", - "accept": false, - "reason": "HF4/HF5 compatibility is not the same bug as resize_token_embeddings propagation in Gemma4." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Near-identical regression: both report Transformers v5 filling non-persistent buffers with junk." - }, - { - "left": "issue:45507", - "right": "issue:46468", - "accept": false, - "reason": "GraniteMoEHybrid invalid method calls and the Nemotron example breakage are different issues." - }, - { - "left": "issue:39692", - "right": "issue:43994", - "accept": false, - "reason": "Both are SigLIP2-related, but one is a docs/example error and the other is an inference-quality anomaly." + "reason": "Qwen3Moe FP8 failure and mmap/OOM on Strix Halo are unrelated." }, { - "left": "issue:43708", - "right": "issue:44075", + "left": "issue:45313", + "right": "issue:45357", "accept": false, - "reason": "Trainer resume/max_steps math and SGD args not being used are unrelated." + "reason": "ZeRO-3 loading for language_model and save_pretrained visual-encoder key regression are separate Qwen3.5 issues." }, { - "left": "issue:43856", - "right": "issue:43873", + "left": "issue:44451", + "right": "issue:44488", "accept": false, - "reason": "Training memory inefficiency and quantization offloading behavior are different problems." + "reason": "Both are load failures, but they affect different Scandinavian BERT models and lack evidence of a single shared underlying bug." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Buffer initialization junk and notebook custom-model initialization are distinct v5 regressions." + "reason": "Non-persistent buffer corruption is unrelated to notebook custom model initialization." }, { - "left": "issue:43854", - "right": "issue:43931", - "accept": false, - "reason": "GLM-4.7-Flash unit-test load failure and Qwen3-VL weight-shape mismatch are different model-loading bugs." - }, - { - "left": "issue:43856", - "right": "issue:44387", - "accept": false, - "reason": "Both mention memory, but one is training inefficiency and the other is int4 reserved-memory OOM." - }, - { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:39692", + "right": "issue:43994", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to GLM-4.7-Flash loading in tests." + "reason": "The SigLIP2 docs-example failure and the runtime nonsensical-output report are related only by model family, not the same bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Reject: the summary is mostly cautious, but one accepted soft-edge pair is still too speculative. For issue:44451 vs issue:44488, the packet only shows two separate BERT-loading failures for different repos; it does not establish a shared regression or code path strongly enough to call them duplicates/near-duplicates. The 43644/44534 pairing is well supported, but the other accepted pair is not grounded enough." + "accept": true, + "feedback": "The cluster anchor choice is well grounded in the packet: issue 43646 is the broadest custom-model initialization regression, and the accepted soft edges are conservative duplicates with close title-level overlap (43645/43646, 43644/44534, 38175/43994). The rejected pairs are mostly clearly different bugs or at least not supported strongly enough to merge, so the overall summary stays precise and conservative." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2264,38 +2110,39 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:36010", "issue:39404", "issue:39692", + "issue:41720", "issue:42491", "issue:42947", + "issue:43257", "issue:43335", "issue:43381", "issue:43404", "issue:43425", "issue:43454", + "issue:43708", "issue:43854", + "issue:43856", "issue:43873", "issue:43931", "issue:43957", + "issue:44075", "issue:44155", "issue:44164", "issue:44291", "issue:44292", "issue:44387", "issue:44402", - "issue:44479", "issue:44488", "issue:44756", "issue:44863", - "issue:44877", "issue:44910", "issue:44912", - "issue:44928", "issue:44960", - "issue:44991", "issue:45216", "issue:45276", "issue:45292", @@ -2315,251 +2162,279 @@ "issue:46468" ], "soft_pairs": [ + "issue:43708|issue:44075", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:44387", "issue:45488|issue:45812", "issue:42491|issue:45292", - "issue:42491|issue:43931", - "issue:44488|issue:44991", + "issue:44960|issue:46050", + "issue:45362|issue:45406", + "issue:42491|issue:43931", "issue:45276|issue:45335", "issue:44910|issue:45588", "issue:44164|issue:44291", - "issue:45362|issue:45406", "issue:43404|issue:43454", + "issue:41720|issue:44155", "issue:43425|issue:43957", "issue:44402|issue:44488", "issue:39692|issue:44960", "issue:42947|issue:45704", + "issue:43873|issue:44387", "issue:36010|issue:39404", "issue:45663|issue:45759", - "issue:43873|issue:44387", - "issue:45663|issue:45859", "issue:44291|issue:44756", + "issue:45663|issue:45859", "issue:44155|issue:45823", "issue:44292|issue:44912", - "issue:44960|issue:46050", "issue:44387|issue:44756", + "issue:43957|issue:44756", "issue:43335|issue:45663", "issue:42947|issue:43381", "issue:45276|issue:45292", "issue:44863|issue:46468", "issue:45685|issue:46468", - "issue:43854|issue:45216", - "issue:44479|issue:44877", - "issue:43381|issue:44928" + "issue:43854|issue:45216" ], - "prepared_review_unit_hash": "90783e58c0f2251cba78f1065e8fc02d024c584c32263023611873b5d0d5cbd5", + "prepared_review_unit_hash": "d4085677a542a03b6c8e5e9f95f33c96275f72c14f8c6cf3a724313d5e4927b3", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36244, - "estimated_input_tokens": 9061, - "estimated_eval_tokens": 18378 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37963, + "estimated_input_tokens": 9491, + "estimated_eval_tokens": 19238 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated transformer bugs. The only clear duplicate family is around `resize_token_embeddings` not updating all tied/output embeddings across model variants; most other soft pairs are same subsystem but different concrete failures and should stay separate.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45292 is the most generic statement of the resize-token-embedding bug, and it best captures the broader family that also shows up in Gemma4 and T5Gemma.", + "summary": "Most candidate pairs are clearly different bugs or model-specific regressions and should not be merged. The only strong duplicate-looking pair is the resize_token_embeddings/output_embeddings regression between 45276 and 45292, with 45292 as the better canonical report.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45292 is the cleanest canonical issue: it states the underlying resize_token_embeddings/output_embeddings bug in a generic way, while 45276 looks like a Gemma4-specific manifestation of the same symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the strongest canonical issue because it names the shared API regression without narrowing to one model variant.", + "best_issue_reason": "Issue 45292 is the best representative issue for this cluster because it is broad, concise, and directly describes the core regression without extra model-specific noise.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different subsystems: trainer checkpoint resumption/max_steps vs optimizer SGD argument handling." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training memory usage and the other is quantization/offloading behavior; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash load test issue vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion is unrelated to GLM-4.7-Flash loading in unit tests." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory, but one is training memory inefficiency and the other is int4 quantization reserved-memory OOM; not the same concrete bug." + }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they hit different model families and different failure modes; not the same underlying bug." + "reason": "Both are tokenizer regressions, but they affect different model families and appear to have different root causes." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA/qwen3_moe compatibility on hf5.x is unrelated to `resize_token_embeddings` behavior." + "reason": "LoRA qwen3_moe compatibility on hf5.x is unrelated to resize_token_embeddings not updating output embeddings." }, { - "left": "issue:42491", - "right": "issue:43931", + "left": "issue:44960", + "right": "issue:46050", "accept": false, - "reason": "Different problems: LoRA checkpoint compatibility vs Qwen3-VL model loading shape mismatch." + "reason": "GLM5 model loading and sinq quantized save/load corruption are different problems." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated model/runtime failures." + }, + { + "left": "issue:42491", + "right": "issue:43931", "accept": false, - "reason": "Both are tokenizer loading issues, but for different models and likely different root causes." + "reason": "Different failure modes and models; one is MoE LoRA compatibility, the other is checkpoint shape mismatch on Qwen3-VL." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Same underlying regression: `resize_token_embeddings` does not propagate to all model-specific embeddings/output heads." + "accept": false, + "reason": "Similar resize_token_embeddings symptom, but different model families and likely separate implementations; not enough evidence of one underlying bug." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both involve flash attention, but one is a 3D `position_ids` packed-sequence bug and the other is an `s_aux=None` AttributeError." + "reason": "Different flash-attention failures with different triggers: packed-sequence misinterpretation vs s_aux=None AttributeError." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Save/from_pretrained extra_state handling is unrelated to the `init_empty_weights` `_is_hf_initialized` argument error." + "reason": "save/from_pretrained extra_state handling is unrelated to init_empty_weights/_is_hf_initialized constructor breakage." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Different model/serving failures; no clear shared code-path or fix." + "reason": "Both concern lm_head tying, but they are different model classes and not clearly the same code-path bug." }, { - "left": "issue:43404", - "right": "issue:43454", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Similar symptom about untied `lm_head`, but different model classes and not clearly the same bug." + "reason": "Qwen3 device-mapping cuda assert is unrelated to AudioFlamingo3 batched inference token leakage." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device loading are different issues." + "reason": "Torch version incompatibility is unrelated to meta-device model loading breakage." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Unrelated model-specific tokenizer/vocab problems." + "reason": "Tokenizer vocab-size mismatch and a separate model-loading failure are not the same bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Documentation example errors are unrelated to the GLM5 issue." + "reason": "SigLIP2 doc-example errors are unrelated to GLM5 loading." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with LoRA and T5 RMSNorm memory leak are unrelated." + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the apex FusedRMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is offloading/quantization behavior and the other is int4 reserved-memory growth causing OOM." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import error for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are different issues." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different composite-model bugs: Gemma-4 FSDP2 attention state vs Qwen multimodal config unwrapping." + "reason": "Gemma4 FSDP2 attention KeyError and Qwen multimodal config unwrapping are different model/config bugs." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "Both quantization-related, but one is offloading behavior and the other is increased reserved memory/OOM." + "reason": "init_empty_weights argument handling and disabling mmap on Strix Halo are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma-4 FSDP2 attention state and Qwen3.5 MoE rotary offload are different bugs." - }, - { - "left": "issue:44291", - "right": "issue:44756", - "accept": false, - "reason": "Meta-init loading error and Strix Halo mmap/OOM are unrelated." + "reason": "Gemma4 FSDP2 KeyError is unrelated to Qwen3.5 MoE CPU-offload incompatibility." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different model families and distinct runtime issues." + "reason": "AudioFlamingo3 batched inference leakage is unrelated to Gemma4 device mismatch under device_map=auto." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and different loading failures." + "reason": "Qwen-3-8B-NVFP4 running error and git-oss-20b MXFP4 fallback are different quantization/model issues." }, { - "left": "issue:44960", - "right": "issue:46050", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "GLM5 load/test issue is unrelated to sinq save/load breakage." + "reason": "Different OOM causes: int4 quantization reserved memory vs mmap on Strix Halo." }, { - "left": "issue:44387", + "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Both mention OOM, but the causes and code paths are different." + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are not the same bug." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer construction is unrelated to Gemma-4 FSDP2 attention state." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 FSDP2 attention state handling." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA and the other forbids eval-mode use." + "reason": "Gradient checkpointing ineffective with PEFT LoRA is not the same as checkpointing being disallowed in eval mode." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "These are the same `resize_token_embeddings` regression; 45292 is the generic form, 45276 a Gemma4-specific manifestation." + "reason": "These describe the same resize_token_embeddings regression; 45276 is a Gemma4-specific report while 45292 states the general output_embeddings failure more cleanly." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading failure and an official Nemotron example breakage are related only at a broad model-family level, not the same bug." + "reason": "Both mention Nemotron, but one is a checkpoint-loading implementation bug and the other is an official example failure; not enough evidence they are the same concrete defect." }, { "left": "issue:45685", "right": "issue:46468", "accept": false, - "reason": "MPS histogram support in MoE is unrelated to the Nemotron example issue." + "reason": "MPS histogram_mps type error is unrelated to the Nemotron example issue." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different model-loading/saving regressions." - }, - { - "left": "issue:44479", - "right": "issue:44877", - "accept": false, - "reason": "Video-input regression and strict config loading are unrelated." - }, - { - "left": "issue:43381", - "right": "issue:44928", - "accept": false, - "reason": "Both involve gradient/checkpointing behavior, but the failures are different enough that they should not be merged." + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 save_pretrained regression are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate family is the resize_token_embeddings regression cluster, which is well supported by the issue titles. The other soft-edge rejections are appropriately cautious and do not overstate shared root causes." + "feedback": "The summary is well grounded in the packet, and the only accepted soft-edge pair (45276/45292) is supported by very strong title similarity while remaining reasonably conservative. The other soft-edge rejections are cautious and do not overstate equivalence. No mergeability issues apply here." }, "evaluator_used": true, "retried": false, @@ -2578,16 +2453,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ - "issue:36032", "issue:39404", - "issue:41720", "issue:42796", "issue:43299", + "issue:43381", "issue:43425", - "issue:43452", - "issue:43596", "issue:43611", "issue:43645", "issue:43646", @@ -2598,7 +2470,8 @@ "issue:43906", "issue:43931", "issue:43957", - "issue:44155", + "issue:43994", + "issue:44079", "issue:44164", "issue:44265", "issue:44402", @@ -2610,9 +2483,11 @@ "issue:44683", "issue:44756", "issue:44805", + "issue:44877", "issue:44898", "issue:44912", "issue:44918", + "issue:44928", "issue:45084", "issue:45292", "issue:45335", @@ -2621,282 +2496,276 @@ "issue:45684", "issue:45698", "issue:45701", - "issue:45759", "issue:45812", "issue:45823", + "issue:46050", "issue:46315", "issue:46326", "issue:46491" ], "soft_pairs": [ - "issue:45684|issue:45698", + "issue:42796|issue:46326", "issue:44164|issue:44756", - "issue:43957|issue:44756", + "issue:43381|issue:44928", + "issue:44479|issue:44877", + "issue:45684|issue:45698", "issue:45588|issue:45663", - "issue:41720|issue:44155", "issue:43646|issue:43708", "issue:45292|issue:45335", - "issue:43828|issue:43957", "issue:43645|issue:44164", + "issue:43828|issue:43957", "issue:46315|issue:46491", "issue:44402|issue:44451", "issue:43425|issue:43828", "issue:45812|issue:46315", "issue:44589|issue:44756", "issue:44683|issue:45823", + "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:43425|issue:45823", "issue:43425|issue:43716", "issue:44530|issue:45084", - "issue:39404|issue:45701", - "issue:42796|issue:46326", "issue:43906|issue:44530", "issue:44265|issue:44898", - "issue:44589|issue:45084", "issue:44479|issue:44805", - "issue:43425|issue:44918", - "issue:43901|issue:44509", "issue:39404|issue:44912", - "issue:43596|issue:44683", - "issue:36032|issue:43452", - "issue:44164|issue:45759", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43906|issue:46326", + "issue:46050|issue:46326", + "issue:43994|issue:44079", "issue:43299|issue:43931" ], - "prepared_review_unit_hash": "c37a7aedf163d6e2543d51f16ade4bc92e29217a37bcafcab5288289f4b1a8de", + "prepared_review_unit_hash": "60221d58b6508d8fa7aab7775a156fe354fe1dd81b73b91960702400c88f1a04", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36942, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "serialized_chars": 36785, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed set of unrelated issues; only two pairs look like true duplicates: the resize_token_embeddings regression and the Qwen3-VL MoE loading regression.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45292 is the broadest, most canonical formulation of the resize_token_embeddings regression; issue:45335 reads like the t5gemma-specific manifestation of the same bug.", + "summary": "This cluster is mostly a grab-bag of separate regressions, not one tight duplicate set. The strongest linkage is the `resize_token_embeddings` pair (`45292`/`45335`), which looks like the best-supported likely same-bug manifestation, but the packet does not explicitly prove duplication.", + "confidence": 0.69, + "canonical_issue_reason": "`issue:45292` is the best canonical issue because it states the generic `resize_token_embeddings`/output-embedding failure in the broadest form, while `issue:45335` reads as a model-specific report of the same behavior.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the clearest, most general duplicate target in this set, with a concrete root symptom and a model-specific follow-up report that fits it.", + "best_issue_reason": "`issue:45292` is the strongest anchor for the cluster: it captures the underlying `resize_token_embeddings` bug generically and is the most reusable representative for deduping.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:42796", + "right": "issue:46326", "accept": false, - "reason": "Same save/load area, but one is a read-only permission propagation problem and the other is loading the wrong custom module; different bugs." + "reason": "Different tokenizer bugs: BPE marker handling vs `continue_final_message` behavior." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state handling and Strix Halo mmap OOM are unrelated failure modes." + "reason": "Unrelated failures: save/load extra-state handling vs mmap/OOM on Strix Halo." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "torch.device(\"meta\") loading regressions and mmap/OOM behavior are different code paths." + "reason": "Different code paths and symptoms: eval-mode gradient checkpointing vs RLHF NaN from 3D `position_ids`/SDPA fallback." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Flash-attention s_aux handling and Gemma4 FSDP2 shared_kv_states are separate model-specific issues." + "reason": "Different subsystems and failures: Qwen VL video regression vs strict config loading for `granite_speech`." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-model save/load, but the concrete bugs differ: permissions propagation vs loading the wrong custom module." + }, + { + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Qwen3 auto-device-map assert and AudioFlamingo3 batch token leakage are unrelated." + "reason": "Different code paths: flash-attention sinkless-model crash vs Gemma4 FSDP2 shared-state rebuild issue." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks is not the same as Trainer resume/max_steps calculation." + "reason": "Custom model init in notebooks is unrelated to the trainer `resume_from_checkpoint` batch-size/max_steps bug." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings propagation bug; 45335 is the t5gemma-specific instance of the generic 45292 report." + "reason": "Strong title and symptom match: both report `resize_token_embeddings` failing to update embeddings, with `45335` appearing to be a `t5gemma`-specific manifestation of the same bug." }, { - "left": "issue:43828", - "right": "issue:43957", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failures are different regressions." + "reason": "Notebook-defined custom-model init and `extra_state` save/load handling are separate failures." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43828", + "right": "issue:43957", "accept": false, - "reason": "Notebook custom-model initialization and extra_state save/from_pretrained handling are not the same underlying bug." + "reason": "Both are dtype/device mismatch reports, but they affect different workflows and code paths." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Performance regression in convert_tokens_to_ids vs a leading-space round-trip bug are distinct tokenizer problems." + "reason": "Both are tokenizer regressions, but one is a performance issue and the other is an encode/decode spacing bug." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both involve loading/tokenizer vocabulary issues, but the reports are too different to treat as the same concrete bug." + "reason": "Tokenizer vocab-size inconsistency and generic model-loading failure are not shown to be the same defect." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch 2.10 incompatibility and a Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "Torch version incompatibility is unrelated to a specific autocast dtype mismatch." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Wrong token IDs for Granite models is not the same as slow convert_tokens_to_ids behavior." + "reason": "Wrong token IDs for Granite models is unrelated to slow `convert_tokens_to_ids` behavior." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and mmap OOM are unrelated." + "reason": "Missing Float8 storage object and Strix Halo mmap/OOM are unrelated failures." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mismatch during forward are different bugs." + "reason": "Compiled `flex_attention` on torch>=2.9 and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to tokenization-version changes." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading regression and Jupyter custom-model init regression are different failure modes." + "reason": "Both involve Transformers 5 custom-model loading, but they target different concrete failures." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility and Gemma4 device placement mismatch are unrelated." + "reason": "Torch compatibility is unrelated to a Gemma4 forward device mismatch." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Generic torch incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same bug." + "reason": "Torch version incompatibility is unrelated to a Mistral-3 dtype mismatch." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and non-template-node compile error are separate issues." - }, - { - "left": "issue:39404", - "right": "issue:45701", - "accept": false, - "reason": "Whisper return_language pipeline regression and tokenization changes across versions are unrelated." - }, - { - "left": "issue:42796", - "right": "issue:46326", - "accept": false, - "reason": "Both mention mistral tokenizers, but BPE marker handling and continue_final_message behavior are different problems." + "reason": "Different failures: Qwen3.5 PagedAttentionCache crash vs compile error on non-template nodes." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as a Qwen3.5 PagedAttentionCache crash." + "reason": "The repro-to-upstream link is too indirect; the titles point to different concrete failures." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export with torch_compilable_check and Perceiver resize/interpolation are unrelated." + "reason": "`torch.export.export`/`torch_compilable_check` failure is unrelated to the Perceiver interpolation failure." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Float8 storage deserialization and template-node compilation errors are different." + "reason": "VL video-input regression is unrelated to a generic mask-shape `IndexError`." }, { - "left": "issue:44479", - "right": "issue:44805", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "Qwen video-input regression and generic mask-shape IndexError are not clearly the same root cause." + "reason": "Whisper pipeline language-return regression and MXFP4 quantization fallback are unrelated." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Torch incompatibility and Qwen3.5 embedding unpacking in TRL are unrelated." + "reason": "Float8 storage lookup failure is unrelated to compile-time non-template-node errors." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they cover different pipeline topics and do not look like one duplicate." + "reason": "Both are docs mismatches, but they cover different APIs and removed tasks." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + "reason": "Torch version incompatibility is unrelated to Qwen3.5 SFT embedding unpacking." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:43906", + "right": "issue:46326", "accept": false, - "reason": "Deepspeed ZeRO-3 init crash and compiled flex_attention torch>=2.9 regression are different code paths." + "reason": "One is an isolated repro of a prior issue; the other is a tokenizer continuation bug." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "T5Tokenizer special-token conflict and gguf_file loading breakage are distinct." + "reason": "Quantized model save/load breakage is unrelated to tokenizer `continue_final_message` behavior." }, { - "left": "issue:44164", - "right": "issue:45759", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "extra_state save/load handling and text_config unwrapping for multimodal configs are different bugs." + "reason": "Siglip2 pipeline outputs and `ModelOutput` key assignment are different bugs." }, { "left": "issue:43299", "right": "issue:43931", - "accept": true, - "reason": "Both describe Qwen3-VL MoE model-loading failures on transformers 5.0; they appear to be the same underlying loading regression." - }, - { - "left": "issue:45812", - "right": "issue:46491", "accept": false, - "reason": "Granite token IDs regression and CodeLlama leading-space round-trip regression are different tokenizer bugs." + "reason": "Both involve Qwen3-VL loading, but the reports do not show the same concrete defect." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the two accepted duplicate pairs are the strongest matches, and the rejected pairs are handled conservatively. The resize_token_embeddings pair (45292/45335) is a clear generic-vs-model-specific duplicate, and the Qwen3-VL loading pair (43299/43931) is plausible from the titles. No soft-edge verdict appears to overstate the evidence." + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it overstates the evidence for the 45292/45335 pair by calling it a \u201cconfirmed duplicate\u201d / \u201csame underlying bug.\u201d The packet does not explicitly confirm duplication; it only shows strong title similarity and one high-jaccard soft pair. Please soften that language to something like \u201cbest-supported likely duplicate pair\u201d or \u201cmost probable same-bug manifestation.\u201d" }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2912,7 +2781,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:32090", "issue:34567", @@ -2920,14 +2789,15 @@ "issue:39404", "issue:40444", "issue:40990", + "issue:42175", "issue:42796", "issue:42915", "issue:43404", "issue:43421", "issue:43452", - "issue:43482", "issue:43541", "issue:43582", + "issue:43596", "issue:43611", "issue:43632", "issue:43643", @@ -2935,11 +2805,9 @@ "issue:43646", "issue:43716", "issue:43856", - "issue:43883", - "issue:43906", - "issue:43994", - "issue:44079", "issue:44164", + "issue:44206", + "issue:44220", "issue:44451", "issue:44462", "issue:44479", @@ -2956,253 +2824,261 @@ "issue:45081", "issue:45084", "issue:45584", + "issue:45759", "issue:45859", - "issue:46050", + "issue:46178", "issue:46285", "issue:46326", "issue:46402", "issue:46489" ], "soft_pairs": [ - "issue:44991|issue:45081", + "issue:36032|issue:43452", "issue:44671|issue:44991", - "issue:43994|issue:44079", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:44991|issue:45081", "issue:43856|issue:44756", - "issue:42796|issue:43404", "issue:44462|issue:46489", + "issue:42796|issue:43404", "issue:44164|issue:44479", - "issue:43906|issue:46326", - "issue:44661|issue:44683", + "issue:39404|issue:44671", "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:44661|issue:44683", "issue:44737|issue:45859", - "issue:39404|issue:44671", "issue:43611|issue:43644", + "issue:32090|issue:39404", + "issue:43582|issue:43632", "issue:46285|issue:46402", "issue:43716|issue:45084", - "issue:43582|issue:43632", - "issue:44488|issue:44987", "issue:40990|issue:43421", - "issue:32090|issue:39404", "issue:36032|issue:42915", "issue:43643|issue:44530", - "issue:46050|issue:46326", "issue:34567|issue:40444", "issue:44451|issue:44987", - "issue:43541|issue:45084", + "issue:42175|issue:46178", "issue:44811|issue:45584", + "issue:43541|issue:45084", "issue:42915|issue:44530", + "issue:40444|issue:46326", "issue:43644|issue:43646", - "issue:43452|issue:43482", - "issue:43883|issue:44488" + "issue:44206|issue:44220" ], - "prepared_review_unit_hash": "aca20133496bf0301943de28364edc8c7a0e3fd1b28cda18bf90db1ad8103c75", + "prepared_review_unit_hash": "c7fe422564f1dbc44e4fba4b20c4ebbd4f6789498d5209a90dd8c7ec13927056", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36649, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "soft_pair_count": 31, + "serialized_chars": 37016, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions around v5 loading, tokenizers, models, and runtime behavior. The issues are thematically similar but not duplicates; none of the soft-edge pairs look like the same underlying bug or change.", - "confidence": 0.44, - "canonical_issue_reason": "Issue 43646 is the broadest representative of the recurring v5 regression theme: model initialization/loading breaks across downstream models. It is generic enough to anchor the cluster better than the more model-specific reports.", + "summary": "No duplicate cluster here: the items are mostly unrelated issue reports across different regressions, models, and code paths. The soft edges are broad thematic similarities only, not the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is safe for this set; the issues span distinct bugs and subsystems, so picking one representative would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best single issue to represent the cluster because it captures the widest and most central failure mode among these reports, while remaining concrete enough to be meaningful.", + "best_issue_reason": "No best issue candidate stands out as a global representative because the cluster is heterogeneous rather than a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Both are tokenizer-loading failures, but one is a generic tokenizer load regression and the other is a Mistral regex patch crash with a different code path." + "reason": "Both involve tokenizer/model loading, but one is a T5 tokenizer method conflict and the other is gguf loading behavior; different failure modes and fixes." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM prediction corruption is unrelated to EMBEDDIA tokenizer loading failure." + "reason": "Both are tokenizer-related regressions, but one is incorrect masked-LM predictions in v5 and the other is loading a specific tokenizer; not the same bug." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "SigLIP output quality regression and ModelOutput key assignment are different subsystems and symptoms." + "reason": "Completely different code paths: DeepSpeed ZeRO-3/BertModel initialization vs compiled flex_attention on newer torch." }, { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "MoE training memory usage and Strix Halo mmap OOM are both memory-related but not the same underlying bug." + "reason": "Save/from_pretrained extra_state handling and AutoModelForCausalLM.from_config text_config unwrapping are separate serialization/config issues." }, { - "left": "issue:42796", - "right": "issue:43404", + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both affect tokenizer loading, but one is a generic tokenizer load regression and the other is a Mistral regex patch crash; different root causes." + }, + { + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are distinct issues." + "reason": "Memory usage in Qwen3 MoE training is unrelated to mmap OOM on Strix Halo." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "One is AutoTokenizer ignoring tokenizer.json; the other is a DeepSeek-Coder tokenizer output regression tied to a specific v5 fix gap." + "reason": "Both mention tokenizer loading, but one ignores tokenizer.json while the other is a DeepSeek-Coder output regression tied to a previous fix gap." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "save/from_pretrained extra_state handling and a video-input regression are unrelated." + "reason": "Tokenizer BPE marker handling and lm_head weight tying in Mistral3 are distinct problems." }, { - "left": "issue:43906", - "right": "issue:46326", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "An isolated reproduction of one issue and a mistral_common continue_final_message bug are not the same failure." + "reason": "extra_state save/load issues are unrelated to the Qwen2.5/Qwen3.x video-input regression." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Tokenizer mapping failures and torch>=2.9 flex_attention compilation failures are different code paths." + "reason": "Whisper return_language/pipeline behavior is unrelated to CamemBERT masked-LM prediction drift." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both concern tokenizer loading, but they involve different models and different root causes." + "reason": "Both concern tokenizer loading, but one is a specific model failing to load and the other is a Mistral regex patch attribute error." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "XLNet CPU allocation and Qwen3.5 MoE CPU offload incompatibility are separate device-placement bugs." + "reason": "Different model-specific loading failures; no evidence they stem from the same underlying tokenizer bug." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Whisper return_language pipeline behavior is unrelated to CamemBERT masked LM predictions." + "reason": "Add-new-model-like mapping logic is unrelated to compiled flex_attention failures on torch >= 2.9." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:44737", + "right": "issue:45859", "accept": false, - "reason": "Both are v5 regressions, but base_model_prefix loading and non-persistent-buffer initialization are different bugs." + "reason": "XLNet CPU placement bug and Qwen3_5Moe CPU offload incompatibility are separate device-handling issues in different models." }, { - "left": "issue:46285", - "right": "issue:46402", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "CLIP structure inconsistency and Sam3Model text encoder weights not loading are separate model-specific regressions." + "reason": "Both are v5 regressions, but base_model_prefix loading breaks and non-persistent buffer junk are different internal bugs." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Mistral-3 dtype mismatch and a template-node compilation TypeError do not share a concrete code-path bug." + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated subsystems." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized flag regression are unrelated." + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage do not share a concrete code path." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:46285", + "right": "issue:46402", "accept": false, - "reason": "Both are model-loading failures, but they affect different repositories/models and point to different breakages." + "reason": "CLIP structure inconsistency and Sam3Model text encoder weight loading are separate model-architecture regressions." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "High perplexity on gpt-oss and runtime special-token post-processor updates are unrelated." + "reason": "Image preprocessor/model dtype mismatch is unrelated to template compilation errors." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression have no shared code path." + "reason": "High perplexity on gpt-oss-20b is not the same bug as runtime special-token post-processor updates in TokenizersBackend." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer special-token method conflict and Qwen3Moe FineGrainedFP8Config failure are different issues." + "reason": "T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are different model/tokenizer issues." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing AutoConfig fields with trust_remote_code and PagedAttentionCache linear_attention failure are unrelated." - }, - { - "left": "issue:46050", - "right": "issue:46326", - "accept": false, - "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different tokenizer/model persistence issues." + "reason": "trust_remote_code AutoConfig field loss is unrelated to PagedAttentionCache's linear_attention group-type crash." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and iterable dataset multi-image fine-tuning are not the same bug." + "reason": "TrainerState token counting and Qwen2.5-VL iterable multi-image finetuning failures are separate training concerns." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Loading one specific model and a broader transformers>=5.1.0 loading failure are not the same underlying issue." + "reason": "Loading a specific tokenizer repository and transformers>=5.1.0 loading a different model are not the same failure." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error and template-node compilation failure are distinct compiler/runtime bugs." + "reason": "Both mention TensorFlow backend availability, but one is a packaging extra omission and the other is an invalid BACKENDS_MAPPING backend error." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related special-token issues, but one is batch_decode skip_special_tokens handling and the other is empty-transcription generation after align_special_tokens." + "reason": "Whisper batch_decode skip_special_tokens handling and empty transcription after align_special_tokens are related only by model area, not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and template-node compilation error are unrelated runtime/compiler issues." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache group-type crash are different model-specific regressions." + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache group-type crash are distinct model/runtime bugs." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:40444", + "right": "issue:46326", "accept": false, - "reason": "Non-persistent buffer junk values and custom model initialization breakage are related only at a high level, not the same bug." + "reason": "Qwen2.5-VL multi-image finetuning and mistral_common continue_final_message behavior are different multimodal/tokenizer issues." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "Both mention GGUF loading, but one is a broad gguf_file from_pretrained breakage while the other is a specific Qwen2.5-GGUF v5 failure." + "reason": "Non-persistent buffer junk on load and custom model initialization breakage are separate v5 regressions." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:44206", + "right": "issue:44220", "accept": false, - "reason": "Molmo tied-weights attribute error and sleng-bert tokenizer loading failure are unrelated." + "reason": "Unsupported center arg in LastFeatureExtractor and _torch_extract_fbank_features issues are related to audio preprocessing broadly, but the concrete bugs differ." } ] }, @@ -3224,13 +3100,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:28530", "issue:34567", "issue:36032", - "issue:40444", - "issue:42175", + "issue:41720", "issue:42915", "issue:43089", "issue:43262", @@ -3238,17 +3113,17 @@ "issue:43322", "issue:43377", "issue:43404", + "issue:43452", "issue:43482", - "issue:43531", "issue:43540", "issue:43645", "issue:43646", "issue:43742", + "issue:43746", "issue:43819", "issue:43883", "issue:43994", "issue:44062", - "issue:44206", "issue:44220", "issue:44265", "issue:44291", @@ -3256,12 +3131,13 @@ "issue:44451", "issue:44464", "issue:44466", + "issue:44479", + "issue:44488", "issue:44534", "issue:44589", "issue:44610", "issue:44683", "issue:44849", - "issue:44877", "issue:44987", "issue:44991", "issue:45081", @@ -3271,20 +3147,21 @@ "issue:45357", "issue:45507", "issue:45987", - "issue:46178", "issue:46315", "issue:46326" ], "soft_pairs": [ - "issue:44206|issue:44220", - "issue:43317|issue:43482", + "issue:43883|issue:44488", + "issue:43452|issue:43482", "issue:36032|issue:43645", + "issue:43317|issue:43482", "issue:45084|issue:45507", - "issue:42175|issue:46178", "issue:44849|issue:45325", + "issue:44987|issue:44991", "issue:44464|issue:45987", + "issue:43746|issue:46326", "issue:43262|issue:43377", - "issue:44987|issue:44991", + "issue:43645|issue:44534", "issue:43646|issue:44534", "issue:43883|issue:44991", "issue:43404|issue:44466", @@ -3294,251 +3171,253 @@ "issue:43377|issue:43819", "issue:43322|issue:43540", "issue:28530|issue:34567", - "issue:43645|issue:44534", "issue:43089|issue:45987", "issue:44451|issue:45081", "issue:44987|issue:45081", - "issue:44220|issue:44683", "issue:44265|issue:44610", + "issue:42915|issue:44291", "issue:45216|issue:45357", "issue:44991|issue:46315", + "issue:44220|issue:44683", "issue:36032|issue:43742", - "issue:42915|issue:44291", - "issue:42915|issue:44589", - "issue:40444|issue:46326", "issue:44062|issue:44987", - "issue:43531|issue:44877" + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:36032|issue:41720" ], - "prepared_review_unit_hash": "6bab88b83b89ac4ad8a657d5f3e30a573c6a085c55b1b84c1a4c326f56f0f99c", + "prepared_review_unit_hash": "4a84ad2ad2e36d81f7ed7fbfaa82370900699e3b7216c3db0ab012c7d11db102", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37366, - "estimated_input_tokens": 9342, - "estimated_eval_tokens": 18940 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37162, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated Transformers bug reports. I only see one plausible duplicate-like pair, both around Qwen3.5 save_pretrained serialization; the rest differ by model, symptom, or code path.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 45216 is the clearest representative of the only apparent duplicate subcluster (Qwen3.5 save_pretrained serialization); it states the underlying regression more broadly than 45357.", + "summary": "These are mostly semantically similar bug reports about loading, generation, tokenizer, or multimodal regressions, but the pairwise evidence is too broad and model-specific to treat any soft edge as a true duplicate. I found no pair that clearly shares the same concrete underlying bug or fix path.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43452 is the most general API-level loading regression in the set (gguf_file/from_pretrained breakage) and is the closest thing to a representative anchor, though the cluster is too heterogeneous for a strong canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45216 is the strongest anchor here because it names the underlying regression rather than a narrower symptom, but the overall set is still too mixed for a single global canonical issue.", + "best_issue_reason": "Issue 43452 is the best representative issue because it targets a broad, user-facing load-path regression rather than a single model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:43883", + "right": "issue:44488", "accept": false, - "reason": "Both are audio/fbank-related, but one is a specific LasrFeatureExtractor center-arg crash while the other is a generic helper-function report; not clearly the same bug." + "reason": "Different failures: missing `all_tied_weights_keys` vs inability to load a specific model." }, { - "left": "issue:43317", + "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Different loading paths and failure modes: dequantized model offload vs Qwen2.5-GGUF loading under v5." + "reason": "Both involve GGUF loading, but one is a generic `gguf_file` API break and the other is a model-specific Qwen2.5-GGUF failure." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer method-name conflict vs custom model initialization breakage; unrelated bugs." + "reason": "Tokenizer `add_special_tokens` conflict is unrelated to custom model initialization in notebooks." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Different concrete failures: template compilation error vs GraniteMoEHybrid invalid method call." + "reason": "Different load paths: dequantized model offload vs GGUF model loading." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Both mention backend handling, but one is packaging/install coverage and the other is an unsupported backend mapping error; not the same issue." + "reason": "Different problems and code paths; no shared concrete bug is evident." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen models and different defects: hidden-state output bug vs RoPE position-id scaling bug." + "reason": "Qwen3.5 hidden-states behavior is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but they affect different artifacts and likely different tokenizer/model code paths." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is a different problem from StaticCache returning the wrong type." + "reason": "Compiled chunked generation inconsistency is not the same bug as `StaticCache.get_seq_length()` returning a tensor." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to `continue_final_message` for mistral_common tokenizers." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is chat-template sampling-rate handling and the other is MIMI batching/padding-mask behavior." + "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask batching are different bugs." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "Both are model-loading regressions, but they affect different models and likely different code paths." + "reason": "Custom-model initialization regressions do not match non-persistent buffer corruption." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization regression vs non-persistent buffer serialization junk; not the same underlying bug." + "reason": "Custom model init breakage is not the same issue as junk-filled buffers." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + "reason": "Different model families and failure modes; only the broad theme of loading regressions overlaps." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "One is a model-specific weight-tying bug; the other is device-dependent lm_head serialization inconsistency." + "reason": "Both mention tied lm_head weights, but one is about missing tying and the other about serialization varying by device." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unrelated issues: noisy loading logs vs a Mistral tokenizer regex patch crash." + "reason": "Loading noise/verbosity is unrelated to a tokenizer regex crash." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3MoE FP8 config failure and a template compilation TypeError do not share the same bug." + "reason": "CUDA assert on auto device mapping is unrelated to a template-node compilation TypeError." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different vision-model problems: nonsensical SigLIP2 outputs vs OmDet-Turbo processor image-size mismatch." + "reason": "Different vision-model bugs: bad outputs from AutoModel/pipeline vs wrong processor image size." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different audio-model bugs: batching/padding-mask mismatch vs DAC STE mismatch." + "reason": "MIMI batching/padding-mask issue is unrelated to DAC STE mismatch." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal failures: Llava Next segfault vs Qwen3OmniMoe video-input processing error." + "reason": "Both are multimodal, but a Llava Next segfault and Qwen3OmniMoe video ValueError are different bugs." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early-stopping metric selection and num_input_tokens_seen updating are unrelated trainer issues." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Notebook-specific custom model initialization breakage is not the same as buffer fill/serialization junk." + "reason": "Training early-stopping metric selection and `num_input_tokens_seen` updating are unrelated." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead and StaticCache return-type contract are separate problems." + "reason": "Generation performance overhead is not the same as the cache sequence-length contract bug." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Model-loading failure for ScandiBERT and Mistral regex patch crash are different issues." + "reason": "Model loading failure for ScandiBERT is unrelated to the Mistral regex patch crash." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different targets and failures: model loading regression vs tokenizer regex patch crash." + "reason": "Different loading failures with different root causes and code paths." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Audio feature extraction helper issue and compiled flex_attention failure are unrelated." + "reason": "torch.export exportability and processor image-size mismatch are separate issues." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "torch.export compilation failure for certain models is unrelated to OmDet-Turbo image-size preprocessing." + "reason": "CUDA device-mapping failure is unrelated to the unexpected `_is_hf_initialized` init_empty_weights argument." }, { "left": "issue:45216", "right": "issue:45357", - "accept": true, - "reason": "Same Qwen3.5 save_pretrained serialization regression; the visual-encoder-key report is a narrower manifestation of the same broken checkpoint output." + "accept": false, + "reason": "Related Qwen3.5 save_pretrained regressions, but one is general checkpoint correctness and the other is specifically visual-encoder keys; not clearly the same bug." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer-loading regression and slow convert_tokens_to_ids behavior are different bugs." + "reason": "Tokenizer loading failure and convert_tokens_to_ids performance regression are different issues." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Fbank feature extraction and compiled flex_attention failures are unrelated." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method conflict and MobileLLM loading key error are unrelated." + "reason": "T5 tokenizer method conflict is unrelated to a KeyError loading MobileLLM-125M." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "Different failure modes in different model-loading paths: FineGrainedFP8Config vs init_empty_weights argument handling." + "reason": "AddedToken constructor argument collision is not the same as a model loading failure." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure and missing Float8 storage are different low-level issues." + "reason": "CUDA assert on A800 is unrelated to missing Float8 storage type resolution." }, { - "left": "issue:40444", - "right": "issue:46326", - "accept": false, - "reason": "Different multimodal/audio-style bugs: iterable multi-image finetuning failure vs mistral_common continue_final_message behavior." - }, - { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "AddedToken special-argument error and a model-loading regression for a different repo are unrelated." + "reason": "A video-input regression and still-image temporal position-id scaling are different Qwen bugs." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Sliding-window bug in Qwen3-MoE and strict granite_speech config loading are distinct problems." + "reason": "Tokenizer loading conflict and auto device-mapping CUDA assert do not share the same bug path." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is conservative and well grounded in the packet. The summary correctly characterizes the set as mostly heterogeneous and only treats issue:45216 / issue:45357 as a plausible duplicate-like pair, which is supported by their closely aligned Qwen3.5 save_pretrained serialization regression titles. The other soft-edge rejections are appropriately cautious and do not overstate evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3553,10 +3432,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:33666", - "issue:36032", + "issue:35707", "issue:40444", "issue:40990", "issue:41553", @@ -3565,6 +3444,7 @@ "issue:42796", "issue:43296", "issue:43317", + "issue:43377", "issue:43381", "issue:43421", "issue:43425", @@ -3582,264 +3462,278 @@ "issue:44291", "issue:44403", "issue:44462", - "issue:44479", "issue:44534", "issue:44568", "issue:44589", - "issue:44683", "issue:44756", "issue:44811", "issue:44829", - "issue:44977", + "issue:44877", "issue:44991", - "issue:45020", + "issue:45081", "issue:45325", + "issue:45357", "issue:45479", + "issue:45491", "issue:45538", "issue:45542", "issue:45663", "issue:45812", "issue:45923", - "issue:46326", "issue:46402", "issue:46491" ], "soft_pairs": [ - "issue:43425|issue:44403", - "issue:43611|issue:44534", + "issue:43632|issue:44756", + "issue:43531|issue:44877", "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43425|issue:44403", "issue:43296|issue:43531", - "issue:36032|issue:41720", - "issue:43632|issue:44756", - "issue:44479|issue:45325", - "issue:44977|issue:46326", "issue:43792|issue:44589", - "issue:44403|issue:44991", "issue:40990|issue:44811", "issue:33666|issue:40444", - "issue:44683|issue:45020", + "issue:44403|issue:44991", + "issue:43632|issue:44534", "issue:43381|issue:45923", + "issue:44079|issue:45663", "issue:43421|issue:44568", - "issue:43632|issue:44534", "issue:44291|issue:44589", + "issue:41553|issue:43582", + "issue:35707|issue:40444", "issue:43482|issue:45538", "issue:43482|issue:43525", - "issue:41553|issue:43582", - "issue:40444|issue:45325", - "issue:44079|issue:45663", "issue:44829|issue:45479", "issue:43317|issue:43856", "issue:42175|issue:45542", "issue:43818|issue:46402", - "issue:42796|issue:43746", - "issue:44462|issue:45812" + "issue:44462|issue:45812", + "issue:43818|issue:45357", + "issue:44079|issue:44534", + "issue:43531|issue:44291", + "issue:43377|issue:45491", + "issue:41720|issue:45081" ], - "prepared_review_unit_hash": "e6e40a05c78292c4fda01f157546d447572f7b3037cb9af0d61606d4c61ccda1", + "prepared_review_unit_hash": "dbfd382754950f904c101469b88d5bdbed2a9a84e59f78de494570a26c7279bb", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36087, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "soft_pair_count": 31, + "serialized_chars": 37140, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The packet is still mostly a set of unrelated issue reports. The AutoTokenizer pair (44462/45812) is too weakly supported to merge confidently, so I\u2019m rejecting that soft edge rather than treating 45812 as a confirmed manifestation of 44462.", - "confidence": 0.79, - "canonical_issue_reason": "issue:44462 is the broader, more general AutoTokenizer/tokenizer.json loading regression, but the packet does not justify folding issue:45812 into it as the same bug.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and tokenizer/model-loading issues. I found one clear duplicate pair around the missing TensorFlow backend when installing `.[torch]`; the rest should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45542 is the clearest representative of the duplicate TensorFlow-backend failure: it states the user-visible error directly, while 42175 is the same bug from the packaging/install angle.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the best standalone representative for the repository tokenizer-loading regression theme; issue:45812 should remain separate absent stronger evidence of a shared root cause.", + "best_issue_reason": "45542 is the most precise and actionable anchor for the shared TF-backend bug, with a clearer failure description than the sibling report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Torch compatibility and load-noise reports are different problems." + "reason": "Different bugs: `_is_hf_initialized` loading regression vs mmap/OOM behavior on Strix Halo." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Different regressions: base_model_prefix loading failure vs buffer initialization junk." + "reason": "Different code paths: Qwen3-MoE sliding-window issue vs strict config loading for granite_speech." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but the packet does not ground a shared underlying bug or code path." + "reason": "Both are tokenizer regressions, but for different models and different failure modes; not the same underlying bug." }, { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "PaddleOCR-VL loading and Qwen3-MoE sliding_window behavior are unrelated." + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are unrelated failures." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Tokenizer init error vs CUDA assert during device mapping are distinct failures." + "reason": "Both involve Qwen2.5-VL, but one is multi-image finetuning failure and the other is rope-index scaling; not the same bug." }, { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:43611", + "right": "issue:44534", "accept": false, - "reason": "Unrelated v5 init-flag regression and mmap OOM issue." + "reason": "Different regressions: `base_model_prefix` loading vs non-persistent buffer initialization." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Related model family, but different concrete bugs and code paths." + "reason": "Torch 2.10 compatibility and noisy model-loading output are unrelated." }, { - "left": "issue:44977", - "right": "issue:46326", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Flash-attention generation breakage is unrelated to continue_final_message handling." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding-window behavior are unrelated." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup are different issues." - }, - { - "left": "issue:44403", - "right": "issue:44991", - "accept": false, - "reason": "Both involve loading, but the models and failure modes differ." + "reason": "Whisper runtime failure and Float8 storage lookup error do not describe the same bug." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity anomaly and batch_decode skip_special_tokens are unrelated." + "reason": "Perplexity regression and `batch_decode` special-token handling are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both mention Qwen2-VL, but the training scenarios and failures differ." + "reason": "Both mention Qwen vision models, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise and tokenizer loading failure for EMBEDDIA/est-roberta are distinct issues." + }, + { + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Torch flex_attention compile failure and remote_code loading break are different bugs." + "reason": "Same broad Transformers v5 area, but different concrete defects and code paths." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode checkpointing limitation is not the same as a missing support flag." + "reason": "Eval-mode checkpointing guard and missing `supports_gradient_checkpointing` flag are related in theme only, not the same bug." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS handling are separate issues." + "reason": "ModelOutput key assignment and Gemma4 attention state rebuilding are unrelated." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Different v5 regressions affecting unrelated initialization internals." + "reason": "Runtime special-token post-processor updates and mdeberta BOS/EOS insertion are different tokenizer bugs." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and Float8 storage lookup are unrelated." - }, - { - "left": "issue:43482", - "right": "issue:45538", - "accept": false, - "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer max_length behavior are unrelated." + "reason": "`_is_hf_initialized` init-empty-weights regression and Float8 storage lookup error are unrelated." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Different model-loading failures with no shared underlying path evident." + "reason": "Bad tokenizer error messaging and AppleSilicon allocator TypeError are unrelated." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "AutoTokenizer/Voxtral error messaging and allocator TypeError are unrelated." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multi-image finetuning failures." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Different Qwen VL bugs: multi-image finetuning vs still-image rope scaling." + "reason": "GGUF loading regression and CLIPTokenizer max-length handling are different bugs." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 attention state handling are unrelated." + "reason": "GGUF loading failure and missing `pad_token_id` on Llama4Config are unrelated." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different training failures with different mechanisms." + "reason": "Both affect training, but flash-attention-3 degeneration and single-label zero-loss behavior have different causes." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "device_map/offload failure and MoE memory inefficiency are not the same bug." + "reason": "Device-map offload failure and MoE memory inefficiency are not the same issue." }, { "left": "issue:42175", "right": "issue:45542", - "accept": false, - "reason": "Similar backend packaging area, but the failures are not grounded as the same issue." + "accept": true, + "reason": "Same missing-TensorFlow backend bug: both describe the undefined tf-backend failure after installing the torch-only extra." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Video-LLaVA architecture issue and Sam3Model loading issue are unrelated." + "reason": "Video-LLaVA temporal-attention/weight-sharing defect and Sam3Model text-encoder loading are unrelated." }, { - "left": "issue:42796", - "right": "issue:43746", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Tokenizer BPE-marker handling and PEFT adapter checkpoint loading are separate issues." + "reason": "Ignoring `tokenizer.json` and wrong Granite token IDs are different tokenizer regressions." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and failures: Video-LLaVA vision tower vs Qwen3.5 visual-encoder key saving." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` TypeError are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask batching mismatch and Gemma3 mixed-length NaNs are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Related tokenizer regressions, but the packet does not provide enough evidence to treat them as the same underlying bug." + "reason": "Qwen3 auto-device-map CUDA assert and Mistral regex patch AttributeError are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The output is mostly conservative, but the accepted pair `issue:44462` / `issue:45812` is not sufficiently grounded by the packet. The titles show related AutoTokenizer/tokenizer regressions, but the packet does not provide enough evidence to assert they share the same underlying bug or that one is the root cause and the other is merely a model-specific manifestation. Please keep that link tentative or reject it." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted pair, issue:42175 and issue:45542, is a plausible duplicate around the missing TensorFlow backend in the torch-only install path. The other soft-edge rejections are also sufficiently cautious given the issue titles available." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3854,20 +3748,21 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ + "issue:34634", "issue:35707", "issue:39692", "issue:40444", + "issue:40990", "issue:41720", "issue:42175", "issue:42796", "issue:42915", + "issue:43262", "issue:43296", - "issue:43377", "issue:43454", "issue:43482", - "issue:43531", "issue:43550", "issue:43606", "issue:43611", @@ -3875,10 +3770,11 @@ "issue:43644", "issue:43646", "issue:43701", + "issue:43746", "issue:43749", "issue:43792", - "issue:43818", "issue:43819", + "issue:43873", "issue:43881", "issue:43957", "issue:43994", @@ -3889,275 +3785,274 @@ "issue:44466", "issue:44479", "issue:44488", - "issue:44534", "issue:44877", "issue:44898", "issue:45072", - "issue:45081", "issue:45325", - "issue:45357", "issue:45381", - "issue:45491", + "issue:45584", + "issue:45701", "issue:45800", "issue:45823", "issue:45834", + "issue:46209", "issue:46305", "issue:46315" ], "soft_pairs": [ - "issue:43818|issue:45357", - "issue:43377|issue:45491", - "issue:41720|issue:45081", - "issue:43531|issue:44291", - "issue:43611|issue:43646", + "issue:40444|issue:45381", + "issue:43644|issue:44079", "issue:44265|issue:45072", + "issue:43611|issue:43646", + "issue:43749|issue:44079", + "issue:45325|issue:45381", + "issue:42796|issue:45381", + "issue:43994|issue:44898", "issue:42175|issue:43296", "issue:43792|issue:43957", - "issue:43994|issue:44898", "issue:45325|issue:45834", "issue:43454|issue:44466", - "issue:42915|issue:43482", - "issue:44079|issue:44534", "issue:43632|issue:45072", - "issue:45325|issue:45381", - "issue:40444|issue:45381", - "issue:43644|issue:44079", - "issue:44291|issue:44877", + "issue:42915|issue:43482", + "issue:43701|issue:45325", "issue:44479|issue:45823", - "issue:35707|issue:40444", - "issue:42796|issue:45381", + "issue:44291|issue:44877", + "issue:43873|issue:45701", "issue:43296|issue:45800", - "issue:43749|issue:44079", "issue:43606|issue:44265", - "issue:43701|issue:45325", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:42796|issue:46209", + "issue:34634|issue:35707", "issue:43881|issue:44488", + "issue:35707|issue:41720", + "issue:44186|issue:44265", "issue:43454|issue:43550", "issue:43606|issue:43819", "issue:39692|issue:40444", "issue:41720|issue:45823", - "issue:46305|issue:46315", - "issue:44186|issue:44265" + "issue:46305|issue:46315" ], - "prepared_review_unit_hash": "647f66833c0a72dfd7118c6dfcdfd3e7b4ab2631dc70c065f369de379d58d7f0", + "prepared_review_unit_hash": "d51f462685710c5121c71f39eafb2019ba7c7a3aa76fb51fd6dc95be750759aa", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36828, - "estimated_input_tokens": 9207, - "estimated_eval_tokens": 18670 + "serialized_chars": 37192, + "estimated_input_tokens": 9298, + "estimated_eval_tokens": 18852 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mixed bag of Transformer/model-specific bug reports, with a small subtheme around Transformers v5 model-initialization regressions. None of the soft pairs are close enough to be treated as true duplicates or mergeable PR-equivalents.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 43646 is the broadest representative of the repeated Transformers v5 initialization/loading breakage theme, while most other items are either model-specific symptoms or unrelated bugs.", + "summary": "This cluster is a loose similarity bucket, not a true duplicate set. Most pairs share only a broad subsystem or version-regression theme, but describe different concrete failures and code paths. If forced to pick a canonical issue, issue:43611 is the broadest v5-loading regression, though the overall cluster is heterogeneous.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43611 is the broadest and most umbrella-like report in the set: it describes a general Transformers v5 loading regression around `base_model_prefix`, which is closer to several other v5-init/load breakages than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the best anchor for the cluster because it captures the most general v5 regression pattern without being overly narrow to one model or one error message.", + "best_issue_reason": "issue:43611 is the best representative of the cluster because it is the most general model-loading regression among the issues; the rest are narrower, model-specific, or unrelated symptoms.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43818", - "right": "issue:45357", - "accept": false, - "reason": "Both are video/vision model bugs, but one is about missing temporal attention/shared weights and the other about incorrect visual-encoder keys on save; different failures." - }, - { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Both involve batching/padding effects, but the first is a MIMI padding-mask issue and the second is a Gemma3 sliding-window NaN issue; not the same bug." + "reason": "Both involve Qwen2.5-VL/video-image handling, but one is a finetuning + IterableDataset multi-image failure and the other is a video position-id regression; different failure modes." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Qwen3 CUDA assert on auto device mapping and a Mistral tokenizer regex crash are unrelated code paths." + "reason": "One is a v5 serialization/tied-weights regression, the other is ModelOutput key assignment when a field was previously None; not the same bug." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "One is a Qwen3-MoE sliding-window problem; the other is an init_empty_weights signature break. Similar v5-era context, but not the same failure." + "reason": "Both touch export/compile-related behavior, but one is `torch.export.export` with `torch_compilable_check` and the other is bfloat16 dtype mismatches in specific models." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers v5 loading/init regressions, but one is about base_model_prefix loading and the other about custom model initialization; too broad to merge as one bug." + "reason": "Both are v5 loading/init regressions, but `base_model_prefix` loading and custom model initialization are distinct code paths and symptoms." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "torch.export failure with torch_compilable_check is a different issue from bfloat16 dtype mismatches in inference." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated; only very broad Transformer internals overlap." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Missing TensorFlow from a torch extra install is unrelated to PaddleOCR-VL failing to load in vLLM." + "reason": "Both concern Qwen2.5-VL RoPE/position IDs, but one is still-image temporal scaling and the other is video vision_position_ids; related area, different bug." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:42796", + "right": "issue:45381", "accept": false, - "reason": "Both are model-loading/runtime problems, but one is Whisper-specific and the other is a meta-device loading regression affecting some models." + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are unrelated issues." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model correctness bugs: SigLIP2 nonsensical outputs vs Perceiver non-default-resolution failure." + "reason": "Both are Perceiver/SigLIP-ish vision reports, but one is nonsense outputs from model/pipeline mismatch and the other is non-default-resolution inference failure." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 OCR long-input index errors are different model-specific bugs." + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading in vLLM are unrelated; different packages and failure types." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a broken tie causing bad generation and the other is inconsistent serialization by device; not the same concrete bug." + "reason": "Whisper loading/runtime failure and meta-device loading regressions are not the same concrete bug." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." + "reason": "Both mention sequence/position issues, but Qwen2.5-VL RoPE scaling and Kosmos2.5 OCR index errors are different models and code paths." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "ModelOutput key assignment when previous value is None is unrelated to non-persistent buffer initialization junk." + "reason": "AyaVision lm_head tying failure and inconsistent lm_head.weight serialization are related to tied weights, but one is a model config bug and the other is device-dependent serialization behavior." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized flag breakage and bfloat16 dtype mismatches are separate regressions." + "reason": "`_is_hf_initialized` flag breakage and export dtype mismatches are different regressions, even if both involve v5 compatibility." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Both are Qwen2.5-VL position-id bugs, but one affects still-image temporal scaling and the other video input vision_position_ids; close, but not clearly the same bug." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated model/load paths." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen2.5-VL multimodal inputs, but one is an IterableDataset/multi-image finetuning failure and the other is a video position-id regression." + "reason": "Checkpoint key mismatch during resume and Qwen2.5-VL RoPE scaling are unrelated." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to ModelOutput key assignment semantics." + "reason": "Both are multimodal/device-regression reports, but one is a video-input regression for Qwen models and the other is a Gemma4 PLE device-map forward mismatch." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "An init_empty_weights argument error and a strict-config loading failure for granite_speech are different issues." + "reason": "Unexpected `_is_hf_initialized` argument in init-empty-weights loading and strict config blocking granite_speech loading are different loading failures." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Both are device/input handling regressions, but one is a Qwen video-input issue and the other is a Gemma4 device_map mismatch; different code paths." + "reason": "Quantization/offloading behavior and tokenization-version changes are unrelated." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43296", + "right": "issue:45800", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning failures." + "reason": "PaddleOCR-VL load failure in vLLM and torch/transformers incompatibility are different compatibility issues." }, { - "left": "issue:42796", - "right": "issue:45381", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "A tokenizer BPE-marker bug is unrelated to Qwen2.5-VL video position-id handling." + "reason": "CPU offload device mismatch for bark-small and torch.export failures are different problems." }, { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and a torch/transformers version incompatibility are different problems." + "reason": "Audio processor chat-template sampling-rate default and GraniteSpeech PEFT checkpoint loading are unrelated." }, { - "left": "issue:43749", - "right": "issue:44079", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment do not share a concrete failure mode." + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription generation failure are unrelated model behaviors." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to torch.export failures with torch_compilable_check." + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + "reason": "BarkProcessor voice_preset and inputs_embeds/past_key_values progressive generation are unrelated." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "glm-4v-9b load failure and sleng-bert load failure are different model-specific reports." + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert loading failure are distinct model-specific loading bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen3 auto-device-map cuda assert are different failures." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/truncation crash and torch.export compilation failure are unrelated." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying and Bamba torch.compile/SDPA failure are unrelated." + "reason": "AyaVision tied lm_head bug and Bamba torch.compile SDPA failure are different model/runtime issues." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC.from_latents vs forward mismatch are unrelated bugs." + "reason": "Bark CPU-offload device mismatch and DAC.from_latents mismatch are unrelated audio-model bugs." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "A documentation example problem and a Qwen2.5-VL finetuning runtime bug are not duplicates." + "reason": "SigLIP2 docs/example errors and Qwen2.5-VL multi-image finetuning failure are different problems." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both mention device_map, but the Qwen3 cudaErrorAssert and Gemma4 PLE device mismatch are different model/path failures." + "reason": "Qwen3 cuda assert under auto device mapping and Gemma4 PLE device mismatch are unrelated model/device-map regressions." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "MoonshineStreaming sliding-window off-by-one and tokenizer convert_tokens_to_ids slowdown are unrelated." - }, - { - "left": "issue:44186", - "right": "issue:44265", - "accept": false, - "reason": "LayoutLMv2Tokenizer padding/NER crashes and torch.export with torch_compilable_check are unrelated." + "reason": "MoonshineStreaming mask off-by-one and tokenizer slow-path performance regression are unrelated." } ] }, @@ -4179,12 +4074,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:26413", "issue:28530", - "issue:34634", - "issue:35707", "issue:36331", "issue:40990", "issue:41720", @@ -4194,296 +4087,291 @@ "issue:42947", "issue:43065", "issue:43257", - "issue:43262", "issue:43317", + "issue:43322", "issue:43377", "issue:43404", "issue:43450", "issue:43454", "issue:43526", - "issue:43550", "issue:43572", "issue:43577", "issue:43708", "issue:43720", - "issue:43746", - "issue:43854", + "issue:43749", "issue:43873", "issue:43881", "issue:43883", "issue:44008", "issue:44186", + "issue:44387", "issue:44466", + "issue:44534", "issue:44568", "issue:44610", + "issue:44756", "issue:44877", "issue:44898", "issue:44977", "issue:44991", "issue:45072", "issue:45357", - "issue:45584", "issue:45701", + "issue:45704", "issue:45759", "issue:45823", "issue:45920", "issue:45923", + "issue:46050", "issue:46402" ], "soft_pairs": [ - "issue:43262|issue:43746", "issue:44568|issue:45920", "issue:42796|issue:44977", "issue:43377|issue:44610", - "issue:40990|issue:45584", "issue:43454|issue:45072", "issue:43317|issue:43873", "issue:43257|issue:45923", "issue:43377|issue:44898", "issue:40990|issue:42947", - "issue:43873|issue:45701", + "issue:43322|issue:46050", "issue:43454|issue:43720", "issue:43572|issue:45759", - "issue:42796|issue:43854", + "issue:41720|issue:43322", + "issue:43749|issue:44534", "issue:43526|issue:43883", + "issue:42617|issue:42915", "issue:44466|issue:45357", "issue:41720|issue:44977", "issue:43881|issue:44991", "issue:26413|issue:28530", - "issue:42617|issue:42915", - "issue:35707|issue:41720", - "issue:44877|issue:44991", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:36331|issue:42617", + "issue:44186|issue:45072", "issue:43450|issue:45701", + "issue:36331|issue:42915", "issue:43065|issue:46402", - "issue:34634|issue:35707", + "issue:44877|issue:44991", + "issue:43873|issue:44756", "issue:43404|issue:45357", - "issue:36331|issue:42915", "issue:44008|issue:45823", - "issue:44186|issue:45072", - "issue:43577|issue:43708", - "issue:43550|issue:43720", - "issue:36331|issue:42617" + "issue:43577|issue:43708" ], - "prepared_review_unit_hash": "0d931b8900eabea5573491c15f0057e2e7551cfca7fb6f742996594ee4179a3c", + "prepared_review_unit_hash": "7d594088e5d5c9af11751fa1f5748009b5d0ee57df7d66f4f7daf59a2b51c832", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37595, - "estimated_input_tokens": 9399, - "estimated_eval_tokens": 19054 + "soft_pair_count": 31, + "serialized_chars": 37150, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, model-loading, training-loop, processor, and offloading bugs. None of the soft-similarity pairs look like the same underlying defect, so I would not merge any of them as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue stands out because the items are not duplicate reports of one bug; they cover distinct code paths and models.", + "summary": "The set is mostly heterogeneous: the soft pairs overlap on broad areas like tokenization, loading, quantization, or serialization, but they do not describe the same concrete bug/change. I would not merge any of the soft pairs.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45701 is the broadest umbrella report in the tokenization-regression subgroup, but the cluster overall is too mixed for a strong canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, issue:45920 is the broadest high-signal open regression with inbound references, but it is still not a true canonical duplicate anchor for this cluster.", + "best_issue_reason": "issue:45920 is the strongest concrete regression report among the tokenization-related items because it names multiple affected model families and has clearer reproduction detail.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43262", - "right": "issue:43746", - "accept": false, - "reason": "Different surfaces: audio chat-template sampling-rate default vs GraniteSpeech PEFT local checkpoint loading." - }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both involve tokenization regressions, but one is mDeBERTa special-token insertion and the other is broader AutoTokenizer ID mapping across many models." + "reason": "Related tokenization symptoms, but one is about add_special_tokens/BOS-EOS behavior and the other is a broader wrong-token-ids regression across models." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Ministral tokenizer BPE marker handling and Qwen3.5 flash-attention generation are unrelated failures." + "reason": "Different bugs: BPE marker handling in a tokenizer versus flash-attention generation failure in Qwen3.5." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "MIMI batching/padding-mask output divergence is unrelated to OmDet-Turbo processor image-size mismatch." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "Perplexity on GPT-OSS and Whisper empty-transcription generation after token alignment are different bugs." + "reason": "Different code paths and failures: MIMI padding-mask batching bug versus OmDet-Turbo processor image-size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head weight tying in AyaVision is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Different model issues: lm_head tying bug versus dtype mismatch during bfloat16 inference." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading, but one is dequantized-model loading with device_map=auto and the other is generic quantization offload behavior." + "reason": "Both involve offload/quantization broadly, but the concrete failures differ: dequantized loading on cpu/gpu offload versus generic quantization offloading not working." }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." + "reason": "Unrelated changes: Qwen3 MoE weight conversion under accelerate/deepspeed versus a missing gradient-checkpointing flag." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both are batching-related model bugs, but MIMI encoder padding-mask behavior is not the same as Perceiver interpolation on non-default resolution." + "reason": "Different components and symptoms: MIMI batching/padding mask bug versus Perceiver interpolation at non-default resolution." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "GPT-OSS perplexity regression and PEFT gradient-checkpointing ineffectiveness are different problems." + "reason": "No shared concrete bug: perplexity regression on a model/dataset versus gradient checkpointing being ineffective with PEFT LoRA." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "Quantization offload behavior is unrelated to tokenization changes across transformers versions." + "reason": "Loading crash versus save/load quantization corruption; these are different failure modes and code paths." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking during accelerate loading are distinct code paths." + "reason": "Different underlying problems: tied lm_head weights versus packed BitNet weights not being unpacked." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "StableLm pad_token_idx regression is unrelated to AutoModelForCausalLM.from_config not unwrapping text_config." + "reason": "Different config/model-loading bugs: missing pad_token_idx versus not unwrapping text_config for composite multimodal configs." }, { - "left": "issue:42796", - "right": "issue:43854", + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different failures and models: Qwen3 auto device-map assert versus Llava Next load-time segmentation fault." + }, + { + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Tokenizer BPE marker issues do not match GLM-4.7-Flash model-loading failures." + "reason": "Generic memory/loading regression versus non-persistent buffers being filled with junk; not the same bug." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights attribute errors are unrelated." + "reason": "Different subsystems entirely: image label reduction bug versus missing all_tied_weights_keys on a causal LM." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "No concrete overlap beyond general failure to run: a 3d_parallel.py execution issue versus a Qwen3 MoE FP8 config failure." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern serialization, but one is device-dependent lm_head weight serialization and the other is wrong visual-encoder keys in Qwen3.5 save_pretrained." + "reason": "Both mention saving/weights, but one is lm_head serialization tied to device while the other is incorrect visual-encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 auto device-mapping cuda asserts and Qwen3.5 flash-attention generation failures are different concrete issues." + "reason": "Different Qwen3 issues: device-mapping crash versus flash-attention generation correctness." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "glm-4v-9b loading failure and EMBEDDIA tokenizer loading regression are unrelated." + "reason": "Different artifacts and bugs: glm-4v model loading failure versus tokenizer loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "resume_from_checkpoint epoch_iterator failure is not the same as early-stopping metric lookup disabling itself." + "reason": "Checkpoint resume epoch_iterator failure is unrelated to early-stopping metric lookup/disable logic." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Running 3d_parallel.py and Qwen3 MoE failing with FineGrainedFP8Config are unrelated." + "reason": "Both are memory-related, but one is int4 CUDA reserved-memory/OOM and the other is a T5 RMSNorm memory leak." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:40990", + "right": "issue:45701", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping crashes." + "reason": "One is a model perplexity issue and the other is a tokenizer-version regression; not the same bug." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Compute_loss keyword-argument incompatibility is unrelated to the 3d_parallel.py run failure." + }, + { + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Strict granite_speech config loading and tokenizer loading for EMBEDDIA are different failures." + "reason": "Tokenizer padding/truncation crash versus dtype mismatch in inference; no shared code-path bug." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batched-shape bugs are unrelated to tokenizer behavior changes across versions." + "reason": "Video processor shape bug is unrelated to tokenizer behavior changes." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature mismatch is unrelated to Qwen3 MoE FP8 loading failure." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Sam3 pixel-decoder dummy Conv2d and Sam3 text-encoder weight loading are different parts of the model." + "reason": "Same model family but different components: dummy Conv2d in a pixel decoder versus missing text-encoder weight loading." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "BarkProcessor voice_preset handling is unrelated to progressive generation with inputs_embeds." + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading for est-roberta." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Mistral3 lm_head tying and Qwen3.5 visual-encoder key serialization are different bugs." + "reason": "Both are memory/offload themed, but one concerns quantization offloading and the other mmap-induced OOM on Strix Halo." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "CustomTrainer compute_loss signature breakage is unrelated to Qwen3 MoE FP8 loading failure." + "reason": "Different issues with weights: lm_head tying versus incorrect visual-encoder keys in save_pretrained." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch under device_map=auto." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding bugs are unrelated to dtype mismatches in inference." + "reason": "Different Gemma problems: variable-name collision in forward versus device mismatch during forward." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype not propagating and resume_from_checkpoint max_steps miscalculation are different trainer/model-loading issues." - }, - { - "left": "issue:43550", - "right": "issue:43720", - "accept": false, - "reason": "torch.compile SDPA failure in Bamba and packed-weight unpacking in BitNet are distinct problems." - }, - { - "left": "issue:36331", - "right": "issue:42617", - "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch and 3d_parallel.py execution failure are unrelated." + "reason": "Different bugs: dtype propagation in Blip2 loading versus resume_from_checkpoint max_steps miscalculation." } ] }, @@ -4505,16 +4393,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:28530", "issue:29159", "issue:30064", + "issue:33357", "issue:33666", "issue:34634", + "issue:35707", "issue:36010", "issue:36032", - "issue:40990", + "issue:36331", "issue:41720", "issue:42617", "issue:42915", @@ -4522,7 +4412,7 @@ "issue:43316", "issue:43317", "issue:43322", - "issue:43421", + "issue:43388", "issue:43526", "issue:43531", "issue:43540", @@ -4531,7 +4421,7 @@ "issue:43606", "issue:43653", "issue:43720", - "issue:43749", + "issue:43746", "issue:43782", "issue:43873", "issue:43881", @@ -4539,13 +4429,12 @@ "issue:44361", "issue:44387", "issue:44423", - "issue:44534", "issue:44610", "issue:44671", "issue:44743", - "issue:44756", "issue:44898", "issue:44913", + "issue:45059", "issue:45161", "issue:45406", "issue:45464", @@ -4553,263 +4442,262 @@ "issue:45684", "issue:45701", "issue:45704", - "issue:46050", "issue:46291" ], "soft_pairs": [ + "issue:43550|issue:43720", + "issue:41720|issue:42617", "issue:44423|issue:45406", - "issue:44387|issue:45704", - "issue:43873|issue:44756", - "issue:43749|issue:44534", "issue:44610|issue:44898", "issue:44186|issue:44610", - "issue:43550|issue:43606", "issue:43295|issue:45701", + "issue:43550|issue:43606", "issue:42915|issue:43317", "issue:45632|issue:45684", - "issue:43322|issue:46050", - "issue:41720|issue:43322", - "issue:41720|issue:42617", - "issue:40990|issue:45701", "issue:36010|issue:42617", "issue:41720|issue:45161", + "issue:44671|issue:44743", "issue:43531|issue:43572", "issue:42915|issue:46291", "issue:28530|issue:33666", "issue:43526|issue:43881", - "issue:44671|issue:44743", "issue:44186|issue:44361", "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:36331|issue:41720", "issue:43316|issue:44913", - "issue:28530|issue:30064", "issue:29159|issue:36032", - "issue:30064|issue:34634", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:43388|issue:45059", "issue:43550|issue:43653", + "issue:30064|issue:34634", "issue:43606|issue:43720", - "issue:45406|issue:45464", - "issue:43421|issue:45701", - "issue:42915|issue:43322" + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:41720|issue:43746", + "issue:45406|issue:45464" ], - "prepared_review_unit_hash": "8acb69980f5f5ac1c9289e593e1448fcceaed737312d6cb880523a39ffc30144", + "prepared_review_unit_hash": "20abdc73295695682e4cb0e5b8b28a42232a7f3198036cf43516540db99bc9f2", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37047, - "estimated_input_tokens": 9262, - "estimated_eval_tokens": 18780 + "serialized_chars": 37234, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous: many are tokenizer/processor/loading regressions, but the paired candidates usually point to different models, code paths, or failure modes rather than the same duplicate bug.", - "confidence": 0.66, - "canonical_issue_reason": "issue:45701 is the broadest and most central regression-style report in the set, with multiple inbound references and a version-dependent tokenization symptom that makes it the best cluster anchor.", + "summary": "The cluster is heterogeneous and the soft-similarity pairs do not look like true duplicates. Most items are separate model-, tokenizer-, processor-, loading-, or serving-specific bugs across different code paths.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43873 is the best umbrella candidate because it is broad, still open, and matches the recurring offload/quantization/device-mapping failure theme seen in several nearby reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the strongest standalone representative because it is broad, user-visible, and likely to attract related tokenization regression reports.", + "best_issue_reason": "As a canonical issue, issue:43873 is the most useful consolidation point for related offloading/quantization regressions, even though the cluster overall is not a tight duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44423", - "right": "issue:45406", - "accept": false, - "reason": "Both affect serve/multimodal paths, but the concrete failures differ: continuous batching string handling vs Gemma4Processor missing _tokenizer." - }, - { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "One is int4 quantization OOM in Transformers v5; the other is a T5/apex RMSNorm memory leak. Different bug classes." + "reason": "Different concrete failures: torch.compile/SDPA on Bamba vs packed-weight unpacking during accelerate loading on BitNet." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Quantization offload behavior and Strix Halo mmap OOM are related to memory handling, but they are not the same failure path." + "reason": "Unrelated symptoms and code paths: Qwen3 device-map crash vs failure to run 3d_parallel.py." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "FSDP CPU RAM-efficient loading is a loading-mode regression; filling non-persistent buffers with junk is a separate buffer initialization bug." + "reason": "Both are serving/multimodal crashes, but the models and root errors differ ('str'.to vs missing _tokenizer)." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both involve image sizes, but one is a processor/model resolution mismatch and the other is Perceiver interpolation failing on non-default resolution." + "reason": "Different model families and bugs: processor size mismatch vs interpolate_pos_encoding failure." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crashes on NER padding/truncation and an image processor resolution mismatch are unrelated code paths." + "reason": "Tokenizer/NER padding crash is not the same bug as an image processor producing the wrong resolution." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Different failure modes: torch.compile with SDPA vs CPU offload device mismatch." + "reason": "Both mention version/regression effects, but one is processor/tokenizer API breakage and the other is tokenization behavior changes." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Custom processor/tokenizer API regression is not the same as the broader tokenization-version change reported in 45701." + "reason": "Different failures: torch.compile with SDPA vs CPU offload device mismatch." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both involve quantization/loading, but one is FineGrainedFP8Config failure and the other is dequantized model loading with gpu+cpu offload." + "reason": "Both are quantization/offload-adjacent, but one is FineGrainedFP8Config and the other is dequantized model loading with gpu+cpu offload." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for local models and read-only permission propagation in save_pretrained are unrelated." - }, - { - "left": "issue:43322", - "right": "issue:46050", - "accept": false, - "reason": "Llava Next load segfault and sinq save/load breakage are distinct model/loading bugs." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Auto device-map CUDA assert on Qwen3 is a different issue from Llava Next segfault on load." - }, - { - "left": "issue:41720", - "right": "issue:42617", - "accept": false, - "reason": "Qwen3 device-map CUDA failure and a 3d_parallel.py runtime problem do not share the same concrete code path." - }, - { - "left": "issue:40990", - "right": "issue:45701", - "accept": false, - "reason": "High perplexity on gpt-oss-20b is not the same symptom as version-dependent tokenization changes." + "reason": "Cache-path collision and read-only permission propagation are distinct save/load issues." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import failure and not being able to run 3d_parallel.py are unrelated runtime/import issues." + "reason": "ImportError for GenerationMixin is unrelated to a script execution failure." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both mention advanced model parallelism, but Qwen3 auto device mapping and GPT-OSS MoE tensor parallelism are different problems." + "reason": "Different multi-GPU/device-parallel problems affecting different model setups." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Incorrect masked LM outputs and recurrent-state reset are separate model-behavior bugs." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are separate configuration/model issues." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to StableLmConfig pad_token_idx regression." }, { "left": "issue:42915", "right": "issue:46291", "accept": false, - "reason": "Qwen3Moe FP8 failure and kernels v0.15 import/version requirement failure are unrelated." + "reason": "FP8 quantization failure is not the same as importing pipelines with a kernels version/revision requirement." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are different subsystems with no shared bug." + "reason": "Early-stopping metric resolution is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." - }, - { - "left": "issue:44671", - "right": "issue:44743", - "accept": false, - "reason": "CamemBERT masked LM prediction regression and Qwen3 recurrent-state reset are different model behaviors." + "reason": "BeitImageProcessorFast label reduction bug and glm-4v loading failure are different code paths." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "These are both tokenizer issues, but the reported failures are different models and different runtime paths." + "reason": "Both are tokenizer-related, but the models and failure modes differ too much to be duplicates." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe and weight_only loading error in Qwen3VL are distinct failures." + "reason": "Video-input processing error and weight_only from_pretrained load error are not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config and Llava Next segmentation fault are separate model-loading problems." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API keyword mismatch is unrelated to a CUDA assert in auto device mapping." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config inconsistencies, but Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload loss are different fields and behaviors." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload regression are different config issues." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as the T5 add_special_tokens AttributeError." }, { "left": "issue:28530", "right": "issue:30064", "accept": false, - "reason": "Early stopping metric configuration and void segmentation-map processing are unrelated." + "reason": "Early stopping/metric selection is unrelated to image processor failure on void segmentation maps." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "Slow/fast tokenizer inconsistency is not the same as T5 tokenizer class initialization conflict." + "reason": "MacOS bus error on a CLIP model and progressive generation with inputs_embeds/past_key_values are unrelated." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Void segmentation maps and BarkProcessor voice_preset are different processor bugs." + "reason": "Gather-for-metrics label truncation and SAM3 PCS text/box behavior are different evaluation vs inference bugs." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "SDPA/torch.compile failure in Bamba and BigBirdTokenizer special-token registration are unrelated." + "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token registration bug are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void-segmentation-map processing and BarkProcessor voice_preset are separate processor bugs." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch and BitNet packed-weight unpacking during accelerate loading are different loading bugs." + "reason": "Both involve offloading, but one is a device mismatch and the other is missing unpacking of packed weights." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failure are not the same defect." + "reason": "Quantization/offloading behavior and an apex FusedRMSNorm memory leak are different problems." }, { - "left": "issue:43421", + "left": "issue:44387", "right": "issue:45701", "accept": false, - "reason": "Runtime post-processor update behavior is not the same as general version-driven tokenization changes." + "reason": "Int4 OOM from increased CUDA reserved memory is not the same as version-dependent tokenization changes." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA assert and PEFT-adapter local checkpoint loading are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "FP8 config failure and Llava Next segfault differ in model, trigger, and code path." + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are distinct serving issues." } ] }, @@ -4831,9 +4719,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ - "issue:33666", "issue:34567", "issue:34634", "issue:35707", @@ -4843,17 +4730,16 @@ "issue:42886", "issue:43329", "issue:43381", - "issue:43388", "issue:43421", - "issue:43525", "issue:43531", "issue:43606", "issue:43653", "issue:43746", + "issue:43782", "issue:43844", - "issue:43873", "issue:43927", "issue:44062", + "issue:44077", "issue:44368", "issue:44451", "issue:44492", @@ -4862,6 +4748,7 @@ "issue:44545", "issue:44589", "issue:44610", + "issue:44625", "issue:44843", "issue:44898", "issue:44918", @@ -4869,16 +4756,17 @@ "issue:44987", "issue:44991", "issue:45042", - "issue:45059", "issue:45072", "issue:45357", + "issue:45381", + "issue:45479", "issue:45588", - "issue:45663", "issue:45704", "issue:45759", "issue:45859", "issue:45923", "issue:46032", + "issue:46050", "issue:46402", "issue:46463" ], @@ -4887,261 +4775,247 @@ "issue:44492|issue:44509", "issue:43531|issue:45759", "issue:43606|issue:43653", + "issue:42490|issue:43329", "issue:34567|issue:35707", - "issue:43388|issue:45059", + "issue:34634|issue:41720", "issue:44451|issue:44991", - "issue:43873|issue:45704", - "issue:42490|issue:43329", "issue:43531|issue:44589", - "issue:33666|issue:35707", "issue:44514|issue:44545", + "issue:44625|issue:45479", "issue:44898|issue:45072", + "issue:44077|issue:44625", "issue:45759|issue:45859", - "issue:41720|issue:43746", "issue:44368|issue:45357", "issue:44062|issue:44451", "issue:45588|issue:45759", "issue:44987|issue:45042", "issue:43421|issue:43927", "issue:39692|issue:44610", + "issue:44918|issue:44936", "issue:43381|issue:43844", + "issue:43782|issue:45381", + "issue:43746|issue:46050", "issue:42886|issue:44843", - "issue:44918|issue:44936", "issue:45704|issue:45923", "issue:46032|issue:46463", "issue:43421|issue:43653", "issue:45704|issue:45859", - "issue:34634|issue:41720", - "issue:45663|issue:45923", - "issue:43525|issue:43531", - "issue:43381|issue:45704" + "issue:41720|issue:45704" ], - "prepared_review_unit_hash": "39c61d46880710cf259b0c72178e4cb08753745a0e9fedc5293e338381d965ce", + "prepared_review_unit_hash": "ed92bb3c917d2600c10d6acd7563f2de77f0c977fee8cdd4a2ae5ca800b471f2", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37605, - "estimated_input_tokens": 9402, - "estimated_eval_tokens": 19060 + "soft_pair_count": 30, + "serialized_chars": 37021, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Only one soft pair looks like a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False reports. The rest are same-subsymbol, same-model, or same-environment similarity matches but appear to be distinct bugs/feature requests.", - "confidence": 0.96, - "canonical_issue_reason": "issue:44514 is the earlier, more complete report of the batched-input apply_chat_template crash, so it is the best canonical issue for the duplicate pair.", + "summary": "Only one soft pair looks like a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crash reports. The rest are either same subsystem at a very broad level or clearly different bugs/features.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44545 is the best issue candidate because it is the same crash report as 44514 (identical title and symptom: batched apply_chat_template with padding=False) and appears to be the more central duplicate target with more inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the clearest representative of the only real duplicate cluster in this set, with a precise title and earlier creation date.", + "best_issue_reason": "issue:44545 is the strongest issue overall in this set because it most clearly represents a concrete, reproducible bug and is the only pair here that is effectively the same underlying failure as its counterpart.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Different models and failures: Qwen3.5 visual-encoder save_pretrained keys vs Sam3 text-encoder loading." + "reason": "Different models and different failure modes: Qwen3.5 visual encoder save_pretrained key regression vs Sam3Model text encoder weights not loading." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Both are docs-style issues, but they concern different content changes: cache typo vs removed pipeline task docs." + "reason": "Both are docs-related, but one is a typo and the other is outdated pipeline-task docs; not the same underlying issue." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Different Qwen variants and different code paths: sliding_window handling vs unwrapping text_config in from_config." + "reason": "Both mention Qwen, but one is a sliding_window bug in Qwen3-MoE and the other is from_config/text_config handling for composite multimodal configs." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Unrelated subsystems: CPU offload device mismatch vs tokenizer special-token registration." + "reason": "Completely different bugs: Bark CPU-offload device mismatch vs BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Unrelated tokenizer/path warning versus a multimodal token-counting video-branch NameError." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Training counter not updating is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "TrainerState token accounting and progressive generation with inputs_embeds/past_key_values are different code paths." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Different bugs in different stacks: distributed metric gathering vs SAM3 text/box prompting behavior." + "reason": "BarkProcessor voice_preset and Qwen3 auto device map cuda assert are unrelated." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading failures, but they involve different models and likely different root causes." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization/offloading behavior is unrelated to a T5 RMSNorm memory leak." - }, - { - "left": "issue:42490", - "right": "issue:43329", - "accept": false, - "reason": "Local-path import warning is unrelated to multimodal token counting in video branches." + "reason": "Both are model/tokenizer loading regressions, but they affect different models and likely different tokenizer paths." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Different failures: Qwen3-MoE sliding-window behavior vs missing Float8 storage type." - }, - { - "left": "issue:33666", - "right": "issue:35707", - "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to the generation bug in inputs_embeds/past_key_values." + "reason": "Sliding-window Qwen3-MoE bug is unrelated to the Float8 storage TypeError." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same underlying bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + "reason": "Same exact bug report: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and degenerate zero-loss classification behavior are distinct problems." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different model families and failures: Perceiver resolution handling vs dtype mismatch in inference." + "reason": "Different subsystems and symptoms: Perceiver resize/interpolation vs dtype mismatch in inference." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Composite multimodal config unwrapping is unrelated to CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Different models and symptoms: Qwen3 device-mapping cuda assert vs GraniteSpeech PEFT local-checkpoint loading." + "reason": "Both are Qwen3.5-related, but one is from_pretrained/config unwrapping and the other is CPU-offload rotary embedding incompatibility." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "One is a warning about tie_word_embeddings during LoRA fine-tuning; the other is a save_pretrained visual-key regression." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken special-arg error is a tokenizer construction bug, not the same as ScandiBERT loading failure." + "reason": "Tokenizer AddedToken keyword conflict is a different root cause than the ScandiBERT load failure." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention s_aux handling is unrelated to Qwen multimodal config unwrapping." + "reason": "Flash-attention s_aux handling and Qwen config unwrapping are unrelated." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Model loading failure for one repo is unrelated to PIL backend requiring torchvision." + "reason": "Different issues: loading a specific model vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processor updates are unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Tokenizer post-processor refresh on special-token edits is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both mention model/processor examples, but one is a doc example mismatch/quantization issue and the other is an image-size mismatch bug." + "reason": "Both involve docs/model setup mismatches, but they concern different models and failures." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: TRL SFT unpacking bug vs evaluate-after-train issue." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to the DeepSpeed ZeRO-3 gradient growth issue." + "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient growth are unrelated." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Both touch offline loading, but one is general cache loading and the other is a specific unconditional model_info() call in a regex patch." + "reason": "Different Qwen VL bugs: weight_only load failure vs wrong video vision_position_ids." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading and sinq save/load quantization breakage are different serialization problems." + }, + { + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "TRl SFT embedding unpacking is unrelated to trainer.evaluate() failing after train()." + "reason": "Both touch HF_HUB_OFFLINE behavior, but one is a general cache load failure and the other is a specific model_info call in _patch_mistral_regex." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "T5/apex RMSNorm memory leak and missing supports_gradient_checkpointing flag are unrelated." }, { "left": "issue:46032", "right": "issue:46463", "accept": false, - "reason": "Mamba2 use_cache correctness bug is unrelated to T5 decoder-input error messaging." + "reason": "Mamba2 use_cache correctness bug and T5 decoder error-message bug are not the same issue." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token post-processor updates are unrelated to BigBirdTokenizer mask-token decode behavior." + "reason": "Tokenizer runtime special-token updates and BigBird mask-token decode output are different bugs." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "Apex RMSNorm leak is unrelated to CPU-offload compatibility in Qwen3_5MoeTextRotaryEmbedding." - }, - { - "left": "issue:34634", - "right": "issue:41720", - "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are different models and unrelated bugs." - }, - { - "left": "issue:45663", - "right": "issue:45923", - "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states handling is unrelated to a missing gradient-checkpointing flag." - }, - { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "pad_token_id AttributeError in Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Different issues in different model paths: T5 RMSNorm leak vs Qwen3.5 MoE CPU-offload incompatibility." }, { - "left": "issue:43381", + "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Eval-mode checkpointing restriction is unrelated to the T5 apex memory leak." + "reason": "Qwen3 auto device mapping assert and T5 apex RMSNorm leak are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the only clearly duplicated pair in the packet is issue:44514 / issue:44545, which share the same title and bug description, and the earlier issue is a reasonable canonical choice. The other soft-edge rejections are conservative and supported by the issue titles." + "feedback": "The evaluation is well grounded in the packet. The 44514/44545 pair is the only clearly exact duplicate by title and symptom, and choosing 44545 as the canonical issue is conservative given its higher inbound references. The remaining soft-edge rejections stay appropriately cautious and do not overstate identity across distinct models, symptoms, or code paths." }, "evaluator_used": true, "retried": false, @@ -5160,14 +5034,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:30064", "issue:36010", "issue:36331", "issue:39692", - "issue:42915", "issue:43295", + "issue:43322", "issue:43335", "issue:43388", "issue:43421", @@ -5177,23 +5051,21 @@ "issue:43596", "issue:43618", "issue:43643", + "issue:43645", "issue:43653", "issue:43697", "issue:43716", "issue:43720", "issue:43746", "issue:43756", - "issue:43782", "issue:43819", "issue:43873", "issue:43994", "issue:44008", "issue:44062", - "issue:44077", "issue:44186", "issue:44220", "issue:44488", - "issue:44625", "issue:44661", "issue:44671", "issue:44843", @@ -5203,262 +5075,262 @@ "issue:45081", "issue:45183", "issue:45356", - "issue:45381", "issue:45479", + "issue:45663", + "issue:45685", "issue:45834", "issue:45907", + "issue:45923", "issue:46032", - "issue:46050", "issue:46294" ], "soft_pairs": [ + "issue:43531|issue:43645", + "issue:45663|issue:45923", "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43746|issue:43873", "issue:45081|issue:45356", "issue:39692|issue:43873", "issue:43596|issue:44220", "issue:45356|issue:45907", "issue:43540|issue:46294", - "issue:44625|issue:45479", - "issue:43994|issue:44671", - "issue:43782|issue:45381", "issue:30064|issue:36010", - "issue:44220|issue:44661", "issue:43720|issue:43819", "issue:43653|issue:43720", - "issue:43746|issue:46050", - "issue:44077|issue:44625", + "issue:44220|issue:44661", "issue:43618|issue:43697", - "issue:42915|issue:43746", "issue:43295|issue:45834", "issue:43550|issue:45072", + "issue:44062|issue:44488", "issue:43550|issue:43819", "issue:43540|issue:44008", - "issue:44062|issue:44488", "issue:44186|issue:44898", "issue:43653|issue:43819", "issue:45183|issue:45479", "issue:43531|issue:43643", + "issue:43322|issue:45685", "issue:43335|issue:43756", - "issue:43716|issue:44008", "issue:44843|issue:45081", "issue:43643|issue:44877", + "issue:43716|issue:44008", "issue:43388|issue:46032", "issue:30064|issue:36331" ], - "prepared_review_unit_hash": "5ab819c62e3e599fd5a666b47649ad9b09d6b77e6e42b5979c5984d8421180a3", + "prepared_review_unit_hash": "03c3148da6df7d0476bd635db8a55ee9d3c9d4a68df1ca8c467a407c6331236e", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37771, - "estimated_input_tokens": 9443, - "estimated_eval_tokens": 19142 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 37021, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a duplicate cluster: the items span unrelated bugs across models, tokenizers, loading paths, training utilities, and documentation. All soft edges look like superficial similarity rather than the same underlying fix.", + "summary": "These are mostly unrelated issue reports spanning different models, tokenizer paths, training/runtime bugs, and doc regressions. None of the soft pairs look like the same underlying bug, though 44843 and 45081 are the closest because they touch the same mistral-regex codepath but describe different failures.", "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue: the items cover distinct regressions and feature bugs in different subsystems, and the apparent overlaps are only at a high level.", + "canonical_issue_reason": "Issue 44843 is the clearest representative: it has a specific, actionable regression in a named codepath (_patch_mistral_regex), a concrete offline-mode failure, and a well-scoped repro.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue overall; if one issue must anchor the set, issue 45081 is the most concrete reproducible crash and has the strongest discussion/inbound-reference signal, but it still does not represent the whole group.", + "best_issue_reason": "Issue 44843 is the best overall anchor because it is self-contained, clearly diagnosed, and easier to triage than the more model-specific or ambiguous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Different bugs: a Qwen3-MoE sliding_window issue vs a Jupyter custom-model initialization regression." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated root causes: FSDP shared_kv_states rebuild bug vs a missing supports_gradient_checkpointing flag in a trust_remote_code model." + }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Different bugs: runtime special-token/post-processor update vs tokenizer crashes on NER padding/truncation." + "reason": "Different tokenizer subsystems and failures: runtime post-processor updates vs LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and symptom classes: SigLIP2 AutoModel/pipeline behavior vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different issues: local PEFT checkpoint loading for GraniteSpeech vs quantization/offloading behavior." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch Mistral/tokenizer handling, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; different failure modes." + "reason": "Both involve tokenizer regex handling, but the failures differ: backend_tokenizer AttributeError vs codec handling/warning regression for Kimi-K2.5." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Doc example/model mismatch and quantization failure is unrelated to a general offloading-with-quantization issue." + "reason": "Doc/example errors for SigLIP2 are unrelated to quantization offloading behavior." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed zero3/BertModel init indexing and audio fbank extraction are unrelated code paths." + "reason": "Different codepaths entirely: DeepSpeed ZeRO3/BertModel indexing vs audio fbank feature extraction." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Kimi tokenizer regression is unrelated to list_repo_files revision forwarding." + "reason": "Tokenizer regression vs Hub API forwarding bug; no shared underlying change." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both are Qwen multimodal video issues, but one is a processing ValueError and the other is a chat-template token/feature mismatch." - }, - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "Config label propagation and single-label zero-loss behavior are different bugs in different parts of sequence classification." - }, - { - "left": "issue:43994", - "right": "issue:44671", - "accept": false, - "reason": "Different models and outputs: SigLIP2 nonsensical results vs CamemBERT masked-LM predictions." - }, - { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "One is a from_pretrained weight_only load error; the other is a video position-id bug in a different Qwen VL model." + "reason": "Both are video-related, but they affect different models and different stages of processing/chat templating." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Image segmentation-map processing and GenerationMixin import failure are unrelated." - }, - { - "left": "issue:44220", - "right": "issue:44661", - "accept": false, - "reason": "Audio feature extraction and add-new-model-like/tokenizer mapping handling are unrelated issues." + "reason": "Image segmentation map processing vs an import failure for GenerationMixin are unrelated." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to DAC latent conversion missing STE." + "reason": "Different model internals: packed-weight loading in BitNet vs DAC STE mismatch between from_latents and forward." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token registration is unrelated to BitNet packed-weight loading." - }, - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "PEFT local-checkpoint loading and sinq save/from_pretrained quantization breakage are different loading paths." + "reason": "Tokenizer special-token registration bug vs BitNet accelerate-loading/unpacked-weights bug." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated config issues." + "reason": "Audio feature extraction bug vs add-new-model-like failing inside TOKENIZER_MAPPING_NAMES; different layers." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions regression and RTDetrV2 output drift are different model-specific bugs." - }, - { - "left": "issue:42915", - "right": "issue:43746", - "accept": false, - "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "CLIPOutput attentions assignment regression is not the same as RTDetrV2 differing outputs in v5." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "processor.tokenizer regression and long OCR input index error are not the same bug." + "reason": "Processor/tokenizer regression vs long OCR input index error; different model paths and symptoms." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "torch.compile with SDPA on Bamba-9B-v2 and bfloat16 dtype mismatches in other models are different failures." + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument collision is unrelated to sleng-bert model loading failures." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Bamba compile/SDPA failure is unrelated to DAC.from_latents missing STE." + "reason": "Different failure modes and components: SDPA compile bug vs DAC latent reconstruction mismatch." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video-input processing and Gemma3n variable-name collision are different multimodal code paths." - }, - { - "left": "issue:44062", - "right": "issue:44488", - "accept": false, - "reason": "AddedToken duplicate keyword error and sleng-bert loading failure are unrelated tokenizer bugs." + "reason": "Both are multimodal, but the root causes differ: Qwen3OmniMoe video-input validation vs Gemma3n variable-name collision in forward()." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding crash and Perceiver non-default resolution handling are unrelated." + "reason": "Tokenizer crash on NER/batching is unrelated to Perceiver image-classification interpolation failures." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBird special-token registration has nothing to do with DAC latent conversion behavior." + "reason": "BigBirdTokenizer special-token registration and DAC STE behavior are unrelated bugs." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation error messaging and single-label zero-loss semantics are different classification bugs." + "reason": "Input validation error messaging vs a single-label classification zero-loss regression; different underlying logic." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config loading are unrelated." + "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoConfig trust_remote_code missing fields." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Sparse-layer construction bug and Smollm3 RoPE-layer count mismatch are different architecture/config regressions." + "reason": "Llava Next loading segfault and an MPS histogram op limitation are completely different issues." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch and Gemma3n audio_mel_mask collision are unrelated multimodal issues." + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer drop are distinct configuration/model-architecture bugs." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper area, but one is an offline hub call and the other is an AttributeError on a different tokenizer object; not the same underlying bug." + "reason": "Same mistral-regex area, but different bugs: offline model_info() call vs backend_tokenizer AttributeError with fix_mistral_regex=True." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "AutoConfig missing fields under trust_remote_code is not the same as strict config blocking granite_speech loading." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and Gemma3n audio_mel_mask AttributeError are unrelated." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "gather_for_metrics label truncation and Mamba2Mixer use_cache incorrect results are unrelated." + "reason": "gather_for_metrics last-batch label truncation is unrelated to Mamba2Mixer use_cache correctness." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation-map processing and compute_loss signature mismatch are different APIs and failures." + "reason": "Void segmentation-map processing and CustomTrainer.compute_loss signature mismatch are unrelated failures." } ] }, @@ -5480,21 +5352,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:28218", "issue:29159", "issue:34634", "issue:36010", "issue:39692", - "issue:43322", + "issue:41720", "issue:43421", - "issue:43452", "issue:43540", "issue:43577", "issue:43582", "issue:43606", + "issue:43644", "issue:43720", + "issue:43749", "issue:43782", "issue:43818", "issue:43825", @@ -5521,7 +5394,7 @@ "issue:45084", "issue:45381", "issue:45584", - "issue:45685", + "issue:45701", "issue:45834", "issue:45987", "issue:46192", @@ -5531,231 +5404,238 @@ "issue:46512" ], "soft_pairs": [ + "issue:41720|issue:44991", "issue:43950|issue:45987", - "issue:44821|issue:45084", "issue:44448|issue:44671", + "issue:44821|issue:45084", "issue:43582|issue:46512", "issue:39692|issue:45834", "issue:43421|issue:44811", "issue:43540|issue:45381", "issue:45584|issue:45834", + "issue:43644|issue:43749", + "issue:44186|issue:44442", "issue:43782|issue:44977", "issue:43577|issue:43818", "issue:43606|issue:45072", "issue:46294|issue:46463", "issue:44479|issue:45834", - "issue:43322|issue:45685", - "issue:44186|issue:44442", "issue:43825|issue:43994", "issue:44485|issue:44509", "issue:34634|issue:36010", - "issue:44991|issue:46291", - "issue:44561|issue:45020", - "issue:45987|issue:46192", "issue:44805|issue:44936", - "issue:43452|issue:44991", + "issue:45987|issue:46192", + "issue:44561|issue:45020", + "issue:44991|issue:46291", + "issue:43577|issue:43582", "issue:28218|issue:29159", "issue:44610|issue:45072", "issue:43720|issue:45072", - "issue:43825|issue:43827", - "issue:43577|issue:43582" + "issue:44671|issue:45701", + "issue:43825|issue:43827" ], - "prepared_review_unit_hash": "beb8c972e0eadbad7f4631130e621d99c584ac18bf6cd1cde9ca8efd43b1cd82", + "prepared_review_unit_hash": "6ef9bfbb1b4031785acb17d985dbf40cba72110b2de8152dac4d031bfd496717", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35611, - "estimated_input_tokens": 8903, - "estimated_eval_tokens": 18062 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36400, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a loose collection of unrelated Transformers issues, with several tokenizer/model-loading/video-regression reports that are only thematically similar. I did not find any soft pair that clearly describes the same underlying bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45020 is the broadest, most central report in the set and best serves as a representative anchor for the cluster, but the cluster is not a true duplicate group.", + "summary": "Heterogeneous issue bucket with only loose semantic similarity; the soft pairs mostly span different models, subsystems, or root causes, so nearly all are false positives. No pull requests are present.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set for recent v5/remote_code compatibility regressions, making it the best representative issue here.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the best single issue to represent the cluster because it has the widest scope and highest chance of overlapping with other remote_code/loading regressions, even though it does not subsume the others.", + "best_issue_reason": "issue:45020 is the most reusable triage representative: broad enough to anchor the regression cluster, while the other items are narrower and more fragmented by model/subsystem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43950", - "right": "issue:45987", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Different bugs: non-persistent buffer corruption in from_pretrained vs StaticCache.get_seq_length returning the wrong type." + "reason": "Different models and failure modes: CUDA assert during Qwen3 auto device mapping vs tokenizer load failure for EMBEDDIA/est-roberta." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43950", + "right": "issue:45987", "accept": false, - "reason": "Unrelated failures: loading AutoImageProcessor from URL vs a template-node compilation TypeError." + "reason": "Different bugs in different code paths: non-persistent buffer corruption vs StaticCache returning the wrong type." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Different model/regression pairs: Pegasus output drift vs CamemBERT masked LM prediction errors." + "reason": "Both are v4/v5 regression reports, but they target different model families and symptoms, not the same concrete bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated subsystems: loading an AutoImageProcessor from URL vs a compile-time node/template error." }, { "left": "issue:43582", "right": "issue:46512", "accept": false, - "reason": "One is an Apple Silicon warmup TypeError; the other is stale config.dtype after from_config." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to from_config leaving config.dtype stale." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Docs/example errors for SigLIP2 are not the same as a Kosmos2.5 OCR index error." + "reason": "SigLIP2 documentation example errors and Kosmos2.5 OCR index error are different issues." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both touch tokenization, but one is runtime special-token/post-processor syncing and the other is Whisper batch_decode skip_special_tokens handling." + "reason": "Runtime post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; same broad tokenizer area but not the same bug." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different Qwen video bugs with different failure modes and code paths." + "reason": "Different Qwen video regressions with different failure points and likely different fixes." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription behavior after align_special_tokens is unrelated to Kosmos2.5 long-OCR indexing." + "reason": "Whisper empty-transcription failure after align_special_tokens is unrelated to Kosmos2.5 long-input indexing." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both concern loading, but one is non-persistent buffer junk and the other is FSDP CPU RAM efficient loading; not the same code-path." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer failures." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different loading/generation problems: weight_only checkpoint loading vs flash-attention generation." + "reason": "Different Qwen issues: weight_only loading error vs flash-attention generation failure." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are distinct issues." + "reason": "BLIP2 dtype/state issue and Video-LLaVA temporal-attention/shared-weight issue are unrelated." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch is not the same as bf16 dtype mismatches." + "reason": "Both mention inference/loading problems, but bark CPU offload device mismatch is not the same as dtype mismatches in other models." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Video chat-template feature mismatch for Qwen is unrelated to a T5 decoder-input validation message." + "reason": "Video token/feature mismatch in Qwen3.5-9B is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "A broad Qwen video-input regression does not match an OCR long-input index error." - }, - { - "left": "issue:43322", - "right": "issue:45685", - "accept": false, - "reason": "Llava Next segfault loading models is unrelated to the MPS histogram/int issue in moe." - }, - { - "left": "issue:44186", - "right": "issue:44442", - "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and AutoTokenizer loading FastSpeech2ConformerTokenizer are different problems." + "reason": "Qwen video regression and Kosmos2.5 OCR long-input index error are different failures." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is an error-message/docs issue around removed pipeline tasks; the other is a SigLIP2 model/pipeline correctness bug." + "reason": "One is an error-message regression around removed pipeline tasks; the other is a SigLIP2 AutoModel/pipeline quality issue." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE discussion is unrelated to docs still mentioning removed pipeline tasks." + "reason": "GLM-5 RoPE implementation discussion and stale pipeline docs are not the same underlying bug." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failures are different code paths." + "reason": "BarkProcessor voice_preset malfunction and GenerationMixin import failure are unrelated." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Tokenizer load failure for a specific model is unrelated to importing transformers.pipelines failing on kernels v0.15 requirements." + "reason": "Mask/tensor shape IndexError and trainer.evaluate() after train are different issues." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:45987", + "right": "issue:46192", "accept": false, - "reason": "Both mention remote_code, but one is a specific removed-helper breakage and the other is a broader regression report; not the same concrete bug." + "reason": "StaticCache seq-length contract bug is unrelated to return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:45987", - "right": "issue:46192", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "StaticCache sequence-length shape bug is unrelated to text_kwargs causing return_tensors to be ignored." + "reason": "44561 pinpoints a specific removed helper; 45020 is a broad umbrella for remote_code breakage, so they are not clearly the same concrete bug." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Mask/tensor shape mismatch is different from trainer.evaluate() failing after trainer.train()." + "reason": "Tokenizer load failure for a specific model and kernels v0.15 pipeline import failure are unrelated." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "gguf_file loading breaks and tokenizer loading for EMBEDDIA/est-roberta are distinct load paths and failures." + "reason": "Different failure modes: dtype handling in model loading vs a TypeError in caching_allocator_warmup." }, { "left": "issue:28218", "right": "issue:29159", "accept": false, - "reason": "They are both tokenizer-related, but one is a specific added-token spacing symptom while the other is a broad slow/fast tokenizer inconsistency report." + "reason": "Added-token spacing bug is only loosely related to a general slow/fast tokenizer inconsistency report; not enough to prove the same root cause." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor output size mismatch is unrelated to dtype mismatches in inference." + "reason": "Processor/model input-size mismatch is unrelated to bfloat16 dtype mismatches." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weights unpacking during accelerate loading is a different failure than bf16 dtype mismatches." + "reason": "Packed-weights unpacking during accelerate loading is a different problem from dtype mismatches." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Both involve removed v5 pipeline tasks, but one is an error message and the other is documentation drift; not the same underlying bug." + "reason": "CamemBERT masked-LM regression and a generic tokenization-change report do not identify the same bug." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Blip2 dtype propagation and an Apple Silicon warmup TypeError are unrelated." + "reason": "Closely related topic area, but one is an error-message wording issue while the other is documentation stale after pipeline removals." } ] }, @@ -5777,26 +5657,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:34634", - "issue:36010", "issue:36331", "issue:38175", "issue:42175", + "issue:43257", "issue:43262", "issue:43329", - "issue:43404", + "issue:43452", "issue:43526", "issue:43550", "issue:43582", "issue:43638", - "issue:43644", - "issue:43645", "issue:43650", "issue:43653", "issue:43697", - "issue:43720", "issue:43742", "issue:43746", "issue:43749", @@ -5805,255 +5682,251 @@ "issue:43906", "issue:43927", "issue:44060", + "issue:44291", "issue:44368", + "issue:44387", + "issue:44554", "issue:44589", "issue:44610", - "issue:44671", + "issue:44617", "issue:44811", "issue:44857", "issue:44912", "issue:44936", + "issue:44991", "issue:45003", "issue:45020", "issue:45042", "issue:45081", "issue:45084", + "issue:45325", + "issue:45372", "issue:45406", "issue:45538", "issue:45600", - "issue:45701", "issue:46209", "issue:46285", - "issue:46291", - "issue:46421", - "issue:46424" + "issue:46326" ], "soft_pairs": [ + "issue:43782|issue:45325", + "issue:43749|issue:44291", "issue:42175|issue:45081", "issue:43582|issue:44857", - "issue:43404|issue:43782", + "issue:43906|issue:46209", "issue:43262|issue:43819", "issue:45003|issue:46285", - "issue:44671|issue:45701", - "issue:43653|issue:44912", "issue:43526|issue:43697", + "issue:43653|issue:44912", + "issue:34634|issue:36331", "issue:45081|issue:45406", - "issue:43906|issue:46209", "issue:44060|issue:44368", + "issue:45372|issue:46326", "issue:45084|issue:45538", "issue:43742|issue:45020", + "issue:43526|issue:44554", "issue:43329|issue:45600", "issue:44589|issue:45042", - "issue:43644|issue:43749", - "issue:43550|issue:44912", + "issue:43452|issue:44991", "issue:43638|issue:44936", + "issue:43550|issue:44912", "issue:43746|issue:44811", - "issue:34634|issue:36331", "issue:43650|issue:43906", "issue:43819|issue:43927", - "issue:42175|issue:46291", - "issue:36010|issue:43645", - "issue:38175|issue:44610", - "issue:43720|issue:44610", - "issue:46421|issue:46424", - "issue:36010|issue:36331" + "issue:43257|issue:43329", + "issue:44387|issue:44617", + "issue:38175|issue:44610" ], - "prepared_review_unit_hash": "428a0007f8facd26429e3a16db214799b5e5f80560cf0db6133cf7e5605c9af0", + "prepared_review_unit_hash": "1c628b17d266044fea95ae4b4f8da1d44fddb53fc2374e7924de27e09f311a17", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36269, - "estimated_input_tokens": 9068, - "estimated_eval_tokens": 18392 + "soft_pair_count": 27, + "serialized_chars": 36059, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft-similarity pairs are superficial and do not look like the same underlying bug or change. I reject all soft edges; no PRs are present.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45020 is the broadest umbrella-style regression report in the set ('Recent transformers versions break models using `remote_code`'), so it is the least specific anchor. Even so, the cluster is too diverse to treat as a true duplicate group.", + "summary": "This cluster is heterogeneous and mostly not duplicate-safe: the soft-similarity pairs cover unrelated bugs across loading, tokenizers, processors, quantization, trainer behavior, and platform-specific runtime issues. No soft edge looks like the same concrete underlying bug/change.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style regression here, centered on recent model-loading / remote_code compatibility; it is the least bad representative of the noisy loading-related subset, though it is not a true duplicate of most other items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best available single representative because it captures a general version-regression failure mode, unlike the mostly model- or component-specific reports elsewhere in the set.", + "best_issue_reason": "issue:45020 is the best cluster representative because it is broad, recent, and plausibly subsumes some of the loading-related noise better than the more narrow model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different failures: weight_only loading error vs rope/position-id scaling bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading/init paths, but one is FSDP CPU RAM efficient loading and the other is an unexpected init_empty_weights argument error; not the same bug." + }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "TensorFlow backend packaging vs. Mistral tokenizer regex crash; unrelated failure modes." + "reason": "Unrelated subsystems: backend dependency packaging vs Mistral tokenizer regex patch crash." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError vs. CUDA AMP loss crash; different code paths and symptoms." + "reason": "Different platforms and code paths: Apple Silicon allocator warmup TypeError vs CUDA AMP image-loss crash." }, { - "left": "issue:43404", - "right": "issue:43782", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Different model-loading bugs: untied lm_head weights vs. Qwen3VL weight_only error." + "reason": "An isolated repro of an older issue is not the same as the FP8/B200 inference failure." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio processor sampling-rate default bug vs. DAC latent reconstruction mismatch; unrelated." + "reason": "Audio chat-template sampling-rate default bug vs DAC latent reconstruction mismatch; different components." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "Unsafe sys.modules access is a library internals issue; CLIP structure inconsistency is a model API layout change." + "reason": "sys.modules access safety issue is unrelated to the CLIP text-model structure inconsistency." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Incorrect masked LM predictions vs. tokenization changes across versions; not the same bug." + "reason": "Different models and symptoms: Beit label reduction bug vs RTDetrV2 output divergence in v5." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token registration vs. MXFP4 quantization fallback; unrelated subsystems." + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization fallback; not the same underlying defect." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "BEiT label reduction bug vs. RT-DETR output drift; different models and mechanisms." + "reason": "Completely different areas: Bark voice preset handling vs trainer compute_loss signature mismatch." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both involve tokenizer/processor loading, but one is a regex patch crash and the other is a missing `_tokenizer` attribute; not the same concrete defect." + "reason": "Both involve processor/tokenizer loading, but one is a Mistral regex patch crash and the other is Gemma4 serve missing _tokenizer." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Isolated reproduction of an older issue vs. FP8 inference on B200; no shared failure path." + "reason": "Similar warning theme, but different models and causes; not a shared code-path bug." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Both mention tied-weights warnings, but they describe different model families and different warning causes." + "reason": "Different mistral_common-related failures: ReasoningEffort import error vs continue_final_message behavior bug." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation error vs. CLIP tokenizer max-length constant; unrelated." + "reason": "Template compilation TypeError and CLIPTokenizer max-length issue are unrelated." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM key error vs. broad remote_code regression; distinct model-load failures." + "reason": "Both are loading failures, but one is a specific KeyError for MobileLLM and the other is a broad remote_code compatibility regression; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different model families and failure modes: Beit label processing vs MPS attention correctness." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined variables in multimodal token counting vs. stale auto-mapping config references; different breakages." + "reason": "Video-token counting undefined variables vs auto_mappings CI break from removed configs; distinct issues." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure vs. PIL backend unexpectedly requiring torchvision; unrelated." + "reason": "Storage-type lookup failure on one hand, torchvision backend dependency requirement on the other; unrelated." }, { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Non-persistent buffer initialization junk vs. FSDP CPU RAM efficient loading; both loading-related, but not the same bug." - }, - { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "torch.compile/SDPA failure vs. quantization fallback; different execution paths and symptoms." + "reason": "Different tokenizer/model-loading regressions: gguf_file handling vs EMBEDDIA tokenizer load failure." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Deepspeed ZeRO-3 indexing crash vs. train/evaluate lifecycle failure; not the same defect." + "reason": "deepspeed zero3 empty-tensor IndexError vs trainer.evaluate() after train; different trainer bugs." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "PEFT checkpoint loading vs. batch_decode skip_special_tokens handling; unrelated processor/model issues." + "reason": "torch.compile SDPA failure in Bamba is not the same as MXFP4 quantization falling back to bf16." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "BarkProcessor voice_preset bug vs. CustomTrainer compute_loss signature mismatch; different layers of the stack." + "reason": "PEFT local-checkpoint loading vs Whisper batch_decode skip_special_tokens handling; unrelated." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Placeholder issue title vs. isolated reproduction of another bug; no technical overlap." + "reason": "A placeholder issue and an isolated repro are not duplicates." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC forward/from_latents mismatch vs. DiaConfig losing custom token IDs; unrelated generation/model config bugs." + "reason": "Both can affect generation, but one is DAC STE mismatch and the other is DiaConfig losing custom token IDs after save/load; different bugs." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Pip backend dependency packaging vs. kernels import-time version/revision requirement; different dependency issues." + "reason": "Qwen3 MoE weight conversion issue vs multimodal video token counting bug; not the same code path." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "GenerationMixin import error vs. notebook custom-model initialization regression; both version-related, but not the same code path." + "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is Sam3Video model OOM; too broad to merge." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Zero-probabilities model output vs. processor image-size mismatch; different model and processor bugs." - }, - { - "left": "issue:43720", - "right": "issue:44610", - "accept": false, - "reason": "Packed-weight loading bug vs. image-size mismatch; unrelated." - }, - { - "left": "issue:46421", - "right": "issue:46424", - "accept": false, - "reason": "Lazy cache initialization causing recompilation vs. max_cache_length only honored for quantized cache; related area, but distinct semantics." - }, - { - "left": "issue:36010", - "right": "issue:36331", - "accept": false, - "reason": "ImportError on GenerationMixin vs. CustomTrainer compute_loss keyword mismatch; unrelated." + "reason": "Siglip2 zero-probabilities issue and OmDet-Turbo processor image-size mismatch are different vision bugs." } ] }, @@ -6075,266 +5948,283 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:29159", "issue:34567", + "issue:36010", + "issue:36331", "issue:39692", "issue:40990", + "issue:42175", "issue:42490", "issue:42915", "issue:43257", "issue:43262", "issue:43329", "issue:43404", - "issue:43425", "issue:43450", "issue:43454", "issue:43525", - "issue:43526", "issue:43531", "issue:43577", "issue:43606", "issue:43643", - "issue:43697", + "issue:43645", + "issue:43696", + "issue:43720", "issue:43742", "issue:43749", "issue:43854", - "issue:43927", "issue:43931", "issue:44291", - "issue:44387", "issue:44479", - "issue:44554", "issue:44568", - "issue:44617", + "issue:44610", + "issue:44756", "issue:44811", "issue:44821", - "issue:44849", "issue:44912", "issue:44977", + "issue:44987", "issue:45042", "issue:45127", "issue:45356", - "issue:45357", - "issue:45372", "issue:45459", - "issue:45701", + "issue:45538", "issue:45759", "issue:45803", "issue:45859", "issue:46291", - "issue:46326" + "issue:46421", + "issue:46424" ], "soft_pairs": [ + "issue:36010|issue:43645", + "issue:42175|issue:46291", + "issue:43720|issue:44610", "issue:43854|issue:44977", - "issue:43531|issue:45042", + "issue:36010|issue:36331", "issue:39692|issue:44912", - "issue:44387|issue:44617", + "issue:43531|issue:45042", + "issue:46421|issue:46424", "issue:45459|issue:45803", - "issue:43526|issue:44554", - "issue:43749|issue:44291", + "issue:42490|issue:43257", "issue:43262|issue:44811", - "issue:43257|issue:43329", - "issue:45372|issue:46326", + "issue:43257|issue:43696", "issue:43643|issue:45759", - "issue:42490|issue:43257", "issue:43454|issue:43577", + "issue:43329|issue:44479", "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:43257|issue:43931", "issue:34567|issue:40990", "issue:43606|issue:45859", + "issue:29159|issue:34567", "issue:44568|issue:45356", "issue:42915|issue:43742", - "issue:29159|issue:34567", - "issue:43525|issue:46291", - "issue:44291|issue:45042", - "issue:43329|issue:44479", "issue:43404|issue:45127", - "issue:43257|issue:43931", + "issue:44291|issue:45042", + "issue:43525|issue:46291", "issue:42915|issue:44821", - "issue:43927|issue:44912", - "issue:43697|issue:45357", - "issue:44849|issue:45701", - "issue:43425|issue:46291" + "issue:44987|issue:45538" ], - "prepared_review_unit_hash": "35f69804e102f6c12a8604d5f52248b3d040d77598e5a6632e71909c9b086254", + "prepared_review_unit_hash": "f894d97fa2a3db53137c6e48bf6379b78a72d78d65c12a0c97fcd94b91b046b3", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36687, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "soft_pair_count": 28, + "serialized_chars": 36372, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous set of unrelated bug reports, not one duplicate cluster. The soft edges mostly share broad subsystems or symptoms, but each points to a different concrete failure mode and should stay separate.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These items are mostly unrelated one-off bugs across different subsystems; none of the soft-linked pairs look like the same underlying issue, and there are no PRs in the set.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43257 is the closest hub among the provided issues: it is a concrete loading/dispatch bug and shows the strongest linkage to other candidates, even though the overall cluster is still very heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43749 is the strongest standalone report: it has substantial discussion/inbound references and a clearly scoped broken loading mode, making it the best candidate to keep as a representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different problems: GenerationMixin import error vs custom model init in notebooks." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated dependency issues: backend extras packaging vs pipelines import failing on kernels version/revision requirements." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different code paths: accelerate weight unpacking vs processor/model input-size mismatch." + }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Both are model-loading failures, but they affect different models and different root causes (unit-test load failure vs flash-attention generation regression)." + "reason": "Different models and failures: unit-test loading error for GLM vs flash-attention generation regression for Qwen3.5." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Both mention version-related regressions, but one is a Qwen3-MoE sliding_window bug and the other is a PIL image-processor dependency regression." + "reason": "Both are trainer/import-related, but the concrete bugs differ: import path issue vs custom compute_loss signature breakage." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "One is a documentation example mismatch/quantization failure; the other is a quantization fallback bug for gpt-oss-20b. Different code paths and fixes." + "reason": "Documentation example errors vs quantization fallback bug; not the same underlying defect." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Both involve OOM, but one is an int4 quantization memory regression and the other is a SAM3 video-model memory issue." + "reason": "Different subsystems: Qwen3-MoE sliding-window behavior vs image processor torchvision dependency regression." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Both concern swallowed tokenizer/processing errors, but they are distinct implementations and bug locations with different failure behavior." + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length semantics; not one bug." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "BeitImageProcessorFast label reduction and an MPS attention correctness issue are unrelated." + "reason": "Both involve exception handling, but they affect different functions and failure modes." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are separate loading-stack regressions." + "reason": "Local-path import warning vs Qwen3 MoE weight conversion during accelerate/deepspeed loading are unrelated." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and Whisper batch_decode special-token handling are different tokenizer/processor bugs." + "reason": "Audio processor default sampling-rate bug vs Whisper batch_decode special-token handling." }, { "left": "issue:43257", - "right": "issue:43329", - "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and undefined video-token helper variables are unrelated failures." - }, - { - "left": "issue:45372", - "right": "issue:46326", + "right": "issue:43696", "accept": false, - "reason": "Both involve mistral_common, but one is an import error for ReasoningEffort while the other is a continue_final_message tokenizer bug." + "reason": "Qwen3 MoE loading/weight conversion bug vs an OOM report on gpt-oss-20b." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields from trust_remote_code config loading and text_config unwrapping for composite Qwen configs are different config-loading problems." + "reason": "Both are config-loading issues, but one is missing fields with trust_remote_code and the other is composite-config unwrapping for multimodal models." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "A trailing-slash local path import warning is unrelated to Qwen3 MoE weight conversion with accelerate+deepspeed." + "reason": "Different model bugs: untied lm_head weights vs dtype remaining float32 on BLIP2 load." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "lm_head weight tying in AyaVision and Blip2 dtype propagation are different model initialization bugs." + "reason": "Specific undefined video-token helper bug vs broader video-input regression; too different to be the same fix." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is undefined symbols in multimodal token counting and the other is a batched output-shape bug in video processors." + "reason": "Undefined video token helper bug vs batched video processor shape bug." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "TrainerState token counting and GPT-OSS perplexity are unrelated." + "reason": "Both involve loading/memory, but one is FSDP RAM-efficient loading breakage and the other is mmap-induced OOM on Strix Halo." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "CPU offload device mismatch in bark-small and Qwen3_5Moe rotary embedding incompatibility are different runtime/device bugs." + "reason": "Different Qwen3-related failures: accelerate/deepspeed weight conversion vs VL weight-shape mismatch." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer behaviors (special tokens vs codec/warning regression)." + "reason": "Trainer token-count tracking vs perplexity on gpt-oss-20b are unrelated." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and a MobileLLM key error are separate model-loading issues." + "reason": "Both mention CPU offload, but they affect different models and code paths." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and TrainerState num_input_tokens_seen are unrelated." + "reason": "Tokenizer fast/slow inconsistency vs TrainerState token counter update are unrelated." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Llama4Config pad_token_id missing and kernels v0.15 pipeline import failure are unrelated config vs dependency problems." + "reason": "Both are tokenizer regressions, but for different models and different failure modes." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "init_empty_weights argument compatibility and PIL backend torchvision requirement are unrelated regressions." + "reason": "FineGrainedFP8Config failure for Qwen3Moe vs key error loading MobileLLM-125M." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "DiaConfig save/load token ID loss and MXFP4 quantization fallback are different bugs." + "reason": "Weight-tying bug in Mistral3 vs LoRA merge collapse with extended vocab are not the same concrete issue." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "RTDetrV2 output regression and Qwen3.5 save_pretrained visual-key mismatch are different model-specific issues." + "reason": "Init-empty-weights argument error vs torchvision dependency regression are unrelated." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "Qwen3.5 hidden-state bug and general version-dependent tokenization changes are not the same failure." + "reason": "Missing pad_token_id on Llama4Config vs pipelines import failing on kernels version/revision requirements." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading bug vs AutoImageProcessor URL loading failure are different." + }, + { + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Torch 2.10 incompatibility and kernels v0.15 import requirements are different dependency issues." + "reason": "Model loading regression for physical-intelligence/fast vs CLIPTokenizer max_length bug; no shared code path." } ] }, @@ -6356,295 +6246,290 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:24643", - "issue:27957", "issue:28282", + "issue:29127", "issue:29159", "issue:33357", "issue:34567", - "issue:36331", + "issue:34689", "issue:38175", "issue:41720", + "issue:42175", "issue:42915", - "issue:43257", "issue:43317", - "issue:43404", + "issue:43425", "issue:43452", "issue:43493", "issue:43540", "issue:43577", "issue:43582", - "issue:43646", - "issue:43696", + "issue:43697", "issue:43742", "issue:43749", - "issue:43906", + "issue:43824", + "issue:43927", "issue:43994", "issue:44062", "issue:44291", "issue:44479", + "issue:44488", "issue:44560", "issue:44568", "issue:44737", - "issue:44821", + "issue:44849", "issue:44898", + "issue:44912", "issue:44987", "issue:44991", "issue:45072", - "issue:45081", "issue:45137", + "issue:45357", "issue:45381", "issue:45405", "issue:45488", "issue:45538", - "issue:45588", + "issue:45701", "issue:45907", - "issue:45987", + "issue:46291", "issue:46463", - "issue:46468", - "issue:46491", "issue:46512" ], "soft_pairs": [ + "issue:43927|issue:44912", + "issue:43697|issue:45357", + "issue:44849|issue:45701", "issue:42915|issue:45538", "issue:43577|issue:46512", - "issue:44987|issue:45538", "issue:43452|issue:43582", + "issue:43425|issue:46291", + "issue:42175|issue:43824", "issue:43317|issue:45538", - "issue:41720|issue:43540", "issue:33357|issue:34567", + "issue:41720|issue:43540", + "issue:44062|issue:44991", + "issue:44479|issue:45381", + "issue:28282|issue:34689", "issue:45137|issue:45405", "issue:43540|issue:44479", "issue:43540|issue:44560", "issue:44568|issue:45488", "issue:43742|issue:44291", - "issue:44479|issue:45381", + "issue:28282|issue:29127", "issue:44987|issue:45907", "issue:24643|issue:29159", - "issue:44062|issue:44991", - "issue:38175|issue:44898", + "issue:42915|issue:43749", "issue:44737|issue:46463", - "issue:43257|issue:43696", - "issue:43906|issue:46468", - "issue:34567|issue:36331", - "issue:44568|issue:46491", - "issue:43646|issue:43749", - "issue:44062|issue:45081", - "issue:43577|issue:45072", + "issue:38175|issue:44898", + "issue:42175|issue:44488", "issue:43493|issue:43994", - "issue:27957|issue:28282", - "issue:44737|issue:45588", - "issue:43404|issue:45987", - "issue:44291|issue:44821" + "issue:43577|issue:45072" ], - "prepared_review_unit_hash": "a14b22f72ae0cc9af9578a6ea2371664d508b2a9a3eaa488928b44fa7c438946", + "prepared_review_unit_hash": "2f33577c62a111c71c1c9582ea573bbbac198ede1ba016ff270178b6a18befd8", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36819, - "estimated_input_tokens": 9205, - "estimated_eval_tokens": 18666 + "soft_pair_count": 28, + "serialized_chars": 36174, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not form one duplicate set. Two small duplicate families stand out: SigLIP2 output regression and a Qwen2.5-VL video-position regression. Everything else is too loosely related to merge safely.", - "confidence": 0.87, - "canonical_issue_reason": "No single canonical issue: the items span multiple unrelated bug families, with only a couple of true duplicate subpairs.", + "summary": "This cluster is heterogeneous: the suggested pairs are mostly broad topical similarities, not the same concrete bug or change. I would not merge any of the soft edges, and there is no clear single canonical issue for the whole set.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43994 is the best representative of the strongest duplicate family: it is the broader SigLIP2 report and subsumes the more specific 43493 symptom.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Both involve model-loading/dtype behavior, but one is about DiaConfig token IDs causing generation errors and the other is about MXFP4 falling back to bf16; different bugs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated code paths and symptoms." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 hidden-states bug; the other is a broad tokenization-change report. Too generic to be the same issue." + }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Different subsystems: Qwen3Moe FP8 loading vs CLIP tokenizer max length." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype state, but one is BLIP2 submodule loading and the other is stale config.dtype on from_config; not the same bug." + "reason": "Both mention dtype, but one is BLIP2 loading not casting correctly and the other is from_config leaving config.dtype stale; not the same failure." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Unrelated failures: model load regression for a specific repo vs CLIP tokenizer length bug." + "reason": "gguf_file loading and Apple Silicon warmup TypeError are different subsystems and errors." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility and kernels revision/version requirements are different dependency issues." + }, + { + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Tokenizer/model_from_pretrained gguf handling vs Apple Silicon allocator warmup TypeError are unrelated." + "reason": "Pip extra dependency packaging and missing Qwen2.5-VL import are unrelated." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Dequantized model offload failure is unrelated to CLIP tokenizer max length." + "reason": "GPU offload/loading failure is not the same as CLIPTokenizer max_length behavior." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading and TrainerState token counter not updating are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Both are Qwen3-family, but one is device-mapping CUDA assert and the other is video-input processing; different code paths." + "reason": "Both are Qwen video-related, but one is an auto device-map cudaErrorAssert and the other is a video-processing ValueError; different concrete bugs." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer loading failure for EMBIDDIA/est-roberta are not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen video input regressions, but one is a broad multi-model regression and the other specifically flags wrong vision_position_ids; not enough to treat as identical." + }, + { + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "CLIP MacOS bus error vs TrainerState token-count update bug are unrelated." + "reason": "Missing PyTorch import and Llama 3.2 Vision loading breakage are unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump." + "reason": "DeepSpeed ZeRO3 deque error and MIN_PEFT_VERSION bump are unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both mention video inputs, but the concrete failures and model paths differ enough that this is not clearly one bug." + "reason": "Different Qwen video failures with different symptoms and likely different fixes." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Different video-input failures in different Qwen models; not the same concrete defect." + "reason": "Video ValueError in Qwen3OmniMoe and StopIteration in Qwen3-vl-embedding are distinct bugs." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and symptoms." + "reason": "mdeberta token addition bug and LlamaTokenizer pre-tokenizer override break DeepSeek are different tokenizer issues." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Model-loading key error vs init_empty_weights argument mismatch are separate initialization bugs." + "reason": "MobileLLM key error and init_empty_weights unexpected argument are separate loading problems." }, { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL video-input regression family; both point to incorrect video position handling in the same code path." + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:44987", "right": "issue:45907", "accept": false, - "reason": "Model load failure vs list_repo_files revision forwarding are unrelated." + "reason": "Loading a specific model under newer transformers and list_repo_files revision forwarding are different API breakages." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed training runtime error is unrelated to tokenizer slow/fast inconsistency." - }, - { - "left": "issue:44062", - "right": "issue:44991", - "accept": false, - "reason": "Tokenizer construction error vs specific tokenizer load failure are different bugs." + "reason": "DeepSpeed weight shape RuntimeError and tokenizer slow/fast inconsistency are unrelated." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Both are vision-model issues, but SigLIP2 zero probabilities and Perceiver interpolation failure are distinct." + "reason": "FP8 config failure and FSDP CPU RAM efficient loading are different training/quantization issues." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "XLNet CPU device placement bug and T5 decoder-input error messaging are unrelated." - }, - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "Qwen3 MOE weight conversion failure is unrelated to a GPT-oss OOM." - }, - { - "left": "issue:43906", - "right": "issue:46468", - "accept": false, - "reason": "An isolated reproduction of one issue and a broken Nemotron example are not the same underlying bug." - }, - { - "left": "issue:34567", - "right": "issue:36331", - "accept": false, - "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are different trainer bugs." + "reason": "XLNet CPU arange bug and T5 decoder-input validation message are unrelated." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Different tokenizer regressions with different root causes and affected models." + "reason": "SigLIP2 zero probabilities and Perceiver non-default-resolution failure are different vision-model bugs." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM efficient loading are separate v5 loading issues." + "reason": "TensorFlow backend packaging and a model-loading failure for cjvt/sleng-bert are unrelated." }, { "left": "issue:43493", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 failure family; 43994 is the broader report and 43493 is a specific reproduction/analysis." - }, - { - "left": "issue:27957", - "right": "issue:28282", - "accept": false, - "reason": "Flash Attention 2 with XLM-Roberta is unrelated to missing PyTorch ImportError." - }, - { - "left": "issue:44737", - "right": "issue:45588", - "accept": false, - "reason": "XLNet positional encoding bug is unrelated to flash-attention auxiliary-state handling." - }, - { - "left": "issue:43404", - "right": "issue:45987", "accept": false, - "reason": "Mistral3 weight tying bug and StaticCache seq-length return type bug are unrelated." + "reason": "SigLIP2 implementation discrepancy and AutoModel/pipeline nonsense outputs are different symptom sets." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during model loading is unrelated to AutoImageProcessor URL loading." + "reason": "BLIP2 dtype loading and SwitchTransformers/TimmWrapperModel bfloat16 mismatch are separate dtype bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are plausible duplicate families from the titles, and the rejections do not overclaim similarity." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6659,16 +6544,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ + "issue:27957", "issue:28282", - "issue:29127", - "issue:34689", - "issue:36010", - "issue:41762", - "issue:42175", - "issue:42898", + "issue:34567", + "issue:36331", + "issue:42796", "issue:43257", + "issue:43404", "issue:43452", "issue:43526", "issue:43531", @@ -6676,20 +6560,20 @@ "issue:43697", "issue:43720", "issue:43742", - "issue:43749", "issue:43756", - "issue:43824", "issue:43906", + "issue:44062", + "issue:44291", "issue:44488", + "issue:44568", "issue:44589", "issue:44625", - "issue:44756", + "issue:44737", "issue:44792", "issue:44821", "issue:44877", "issue:44898", "issue:44913", - "issue:44936", "issue:44964", "issue:45042", "issue:45081", @@ -6698,229 +6582,232 @@ "issue:45325", "issue:45357", "issue:45375", - "issue:45381", "issue:45405", "issue:45479", + "issue:45588", "issue:45600", "issue:45823", "issue:45920", + "issue:45987", "issue:46121", "issue:46399", "issue:46463", + "issue:46468", "issue:46491" ], "soft_pairs": [ - "issue:36010|issue:42175", + "issue:43257|issue:43756", + "issue:44291|issue:44821", + "issue:43906|issue:46468", + "issue:34567|issue:36331", + "issue:43526|issue:45479", + "issue:44568|issue:46491", + "issue:44062|issue:45081", + "issue:27957|issue:28282", + "issue:44737|issue:45588", + "issue:43404|issue:45987", "issue:44792|issue:44964", - "issue:28282|issue:34689", - "issue:42175|issue:43824", + "issue:43756|issue:46399", + "issue:42796|issue:43906", + "issue:43756|issue:45325", "issue:45823|issue:46463", - "issue:43749|issue:44756", "issue:45042|issue:45081", "issue:43742|issue:44589", "issue:43452|issue:44488", - "issue:43257|issue:43756", - "issue:43906|issue:45381", + "issue:43531|issue:44821", "issue:45405|issue:45600", "issue:45357|issue:45920", - "issue:28282|issue:29127", - "issue:43531|issue:44821", - "issue:43756|issue:46399", "issue:44913|issue:46121", - "issue:43526|issue:45479", "issue:43697|issue:45216", "issue:43643|issue:45375", "issue:45200|issue:46463", "issue:43720|issue:44898", - "issue:44625|issue:44877", - "issue:42898|issue:46491", - "issue:43756|issue:45325", - "issue:41762|issue:44936" + "issue:44625|issue:44877" ], - "prepared_review_unit_hash": "bc3894dcab856d85a040eb8806257dd7ee16447524b30d943cdc3b33ef0be220", + "prepared_review_unit_hash": "0bb5c9c8489baaf79d2fcbc70f324463e7fbc471c0f73d439a633d6cdff62fcf", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35228, - "estimated_input_tokens": 8807, - "estimated_eval_tokens": 17870 - }, + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36231, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a loose collection of unrelated Transformers issues, mostly different model-loading, config, tokenizer, and backend regressions. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45920 is the broadest still-open regression in the set and the closest thing to a representative umbrella issue, but the overall cluster is not actually cohesive.", + "summary": "The soft pairs are mostly lookalikes across the same broad subsystems (tokenizers, configs, multimodal loading, training) but they describe different concrete bugs or code paths, so none should be merged as duplicates. The strongest standalone issue in the set is the broad tokenizer regression affecting many models.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45920 is the best representative issue: it describes a clear, broad regression in AutoTokenizer with multiple affected model families, strong user impact, and enough specificity to stand alone.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 has the widest scope and is the most likely to remain useful as a central reference point, even though the rest are not true duplicates.", + "best_issue_reason": "issue:45920 is the strongest overall issue candidate because it is broad, concrete, and regression-oriented, with multiple affected models and clear expected-vs-actual behavior.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36010", - "right": "issue:42175", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Different failures: missing GenerationMixin import vs TensorFlow backend packaging. No shared code-path bug." + "reason": "Both are Qwen-related loading/config issues, but one is MOE weight conversion under accelerate+deepspeed and the other is Smollm3 RoPE layer dropping; different bugs." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Different models and symptoms: Janus image-generation test failure vs Phi-4 multimodal model loading failure." + "reason": "Unexpected `_is_hf_initialized` in `init_empty_weights` and `AutoImageProcessor` URL loading failure are different API paths and failure modes." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43906", + "right": "issue:46468", "accept": false, - "reason": "One is a missing PyTorch dependency message; the other is a version-specific Llama 3.2 Vision loading breakage." + "reason": "One is an isolated reproduction of issue 38071; the other is a broken official Nemotron example. Similar framing, not the same underlying bug." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Packaging/backend issue vs missing Qwen2.5-VL class import. Not the same bug." + "reason": "`num_input_tokens_seen` not updating in TrainerState and `compute_loss()` getting an unexpected kwarg are distinct trainer bugs." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Gemma4 device mismatch during forward is unrelated to T5 decoder-input validation errors." + "reason": "BeitImageProcessorFast label reduction and zero-loss classification with `num_labels=1` are unrelated behaviors." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression and Strix Halo mmap OOM are different loading/memory problems." + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta-v3 and the other is CodeLlama leading-space round-trip behavior." }, { - "left": "issue:45042", + "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Torchvision requirement regression vs Mistral tokenizer regex crash; different subsystems and fixes." + "reason": "`AddedToken(special=...)` kwarg collision and `_patch_mistral_regex` crashing on missing `backend_tokenizer` are separate tokenizer internals bugs." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "KeyError on MobileLLM-125M loading is unrelated to Float8 storage type lookup failure." + "reason": "XLMRoberta Flash Attention 2 support and an `AutoModel` PyTorch import error are unrelated issues." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Both are model loading problems, but they involve different mechanisms and models; not one concrete bug." + "reason": "XLNet CPU `arange` in rotary encoding and flash_attention `s_aux=None` crash are different code paths." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "Accelerate/DeepSpeed MoE weight conversion bug vs Smollm3 RoPE layer dropping. Different issues." + "reason": "Tied `lm_head` weights in Mistral3 and `StaticCache.get_seq_length()` returning a tensor are unrelated bugs." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Isolated reproduction of an older issue vs Qwen2.5-VL video position-id regression; not the same change." + "reason": "Both involve multimodal models, but one is a janus test failure and the other is a Phi-4 multimodal load failure; not the same defect." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Released-version dependency bump problem vs stale auto_mappings CI breakage. No common code-path bug." + "reason": "Smollm3 RoPE layer loss and Qwen3.5 kernel registration failure are different implementation issues." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:42796", + "right": "issue:43906", "accept": false, - "reason": "Incorrect save_pretrained visual encoder keys vs wrong AutoTokenizer token IDs. Different behavior and files." + "reason": "Tokenizer BPE-marker handling and an isolated reproduction of issue 38071 do not match on root cause or target behavior." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Missing PyTorch error message vs LayoutLMv3 box-content validation clarity. Different diagnostics." + "reason": "Both mention RoPE, but one is missing layers in Smollm3 and the other is temporal position scaling in Qwen2.5-VL." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Qwen3-MoE sliding_window issue and AutoImageProcessor-from-URL loading failure are unrelated." + "reason": "Gemma4 device mismatch during forward and a T5 decoder-input validation error message are unrelated." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Smollm3 RoPE-layer count bug vs Qwen3.5 kernel registration crash. Different code paths." + "reason": "PIL backend torchvision dependency and Mistral regex patch crash are different subsystems and failures." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Config value not persisting on reload vs JSON-loaded list type handling in RoPE validation. Related area, different bug." + "reason": "MobileLLM loading KeyError and missing Float8 storage are unrelated load-time errors." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs sequence-classification zero-loss regression. Different model families and fixes." + "reason": "`gguf_file` breaking pretrained loads and inability to load `cjvt/sleng-bert` are different loading problems." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "RTDetrV2 output mismatch in v5 vs Qwen3.5 save_pretrained regression. Not the same issue." + "reason": "Qwen3-MoE `sliding_window` and `AutoImageProcessor` URL loading are unrelated." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig vs strict-dropping a specific Qwen3_5MoeVisionConfig field. Too different in scope and mechanism." + "reason": "A PEFT version bump and stale `auto_mappings.py` references are separate CI/dependency issues." }, { - "left": "issue:45200", - "right": "issue:46463", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Gemma4 token-type defaulting issue is unrelated to T5 decoder input validation messaging." + "reason": "Qwen3.5 save_pretrained visual-encoder key regression and AutoTokenizer wrong token IDs are different bugs." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "BitNet packed-weight unpacking bug vs Perceiver interpolation failure. Distinct model and loading paths." + "reason": "GPTNeoXConfig `rotary_pct` reload behavior and `convert_rope_params_to_dict` TypeError are different rope-related failures." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug vs granite_speech config strictness failure. Different config fields and symptoms." + "reason": "RTDetrV2 output differences and Qwen3.5 incorrect save_pretrained checkpoints are unrelated regressions." }, { - "left": "issue:42898", - "right": "issue:46491", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Global tokenizer cleanup-behavior change vs CodeLlama leading-space round-trip regression. Not the same concrete bug." + "reason": "Missing fields from `trust_remote_code=True` AutoConfig and a model-specific field dropped by `@strict` are similar in theme but not the same bug." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:45200", + "right": "issue:46463", "accept": false, - "reason": "Different Qwen-related RoPE bugs affecting different models and inputs; not mergeable as one fix." + "reason": "Gemma 4 mm token type defaults and T5 decoder-input validation messaging are unrelated." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Gemma3 ZeRO-3 loading index error vs trainer.evaluate() after train regression. Completely different failures." + "reason": "BitNet packed-weight unpacking during accelerate loading and Perceiver interpolation failure are different concrete defects." } ] }, @@ -6942,27 +6829,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:24643", "issue:28282", "issue:29127", "issue:29159", + "issue:32090", "issue:33357", - "issue:35141", "issue:38175", + "issue:41762", + "issue:42898", "issue:43295", "issue:43452", "issue:43531", - "issue:43550", "issue:43577", - "issue:43643", + "issue:43646", "issue:43653", + "issue:43688", "issue:43697", "issue:43742", + "issue:43749", "issue:43756", "issue:43819", - "issue:43927", "issue:44361", "issue:44442", "issue:44464", @@ -6970,17 +6859,14 @@ "issue:44484", "issue:44493", "issue:44514", - "issue:44561", "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", @@ -6991,249 +6877,242 @@ "issue:46050", "issue:46170", "issue:46178", - "issue:46402" + "issue:46402", + "issue:46491" ], "soft_pairs": [ + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:42898|issue:46491", + "issue:44493|issue:46050", "issue:44466|issue:45005", "issue:44514|issue:45381", - "issue:24643|issue:29127", "issue:43452|issue:44843", "issue:43819|issue:44811", + "issue:28282|issue:32090", "issue:45372|issue:46170", - "issue:44936|issue:45823", + "issue:28282|issue:33357", + "issue:43688|issue:43749", "issue:44484|issue:44704", + "issue:44936|issue:45823", "issue:38175|issue:43295", "issue:44361|issue:44442", - "issue:45542|issue:46178", "issue:43295|issue:45356", "issue:43653|issue:44361", + "issue:45542|issue:46178", "issue:43452|issue:43577", "issue:43577|issue:43697", - "issue:44493|issue:46050", "issue:43653|issue:44568", + "issue:44464|issue:44743", "issue:44843|issue:44991", + "issue:43646|issue:43749", "issue:29159|issue:33357", - "issue:43531|issue:43742", - "issue:43756|issue:46402", - "issue:44464|issue:44743", - "issue:44514|issue:45290", - "issue:43653|issue:43927", - "issue:43550|issue:43927", - "issue:43550|issue:44361", - "issue:28282|issue:35141", - "issue:44464|issue:44977", - "issue:43643|issue:44561", "issue:45491|issue:46002", - "issue:44466|issue:46050" + "issue:43756|issue:46402", + "issue:43531|issue:43742" ], - "prepared_review_unit_hash": "8bc21c66ab014d53fb3acc811029bb769beafd0856354d369f535f81103997e3", + "prepared_review_unit_hash": "f8f06d4fbd4f9f7ec669b98b5816cc0d71c493a38c289d6b8381c945548f62c5", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37309, - "estimated_input_tokens": 9328, - "estimated_eval_tokens": 18912 + "soft_pair_count": 29, + "serialized_chars": 36668, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items span many unrelated Transformers bugs (tokenizers, processors, model loading, generation, serialization, and backend imports). None of the soft pairs looks like a true duplicate; the only loosely coherent subtheme is tied-weights/save-load regressions.", - "confidence": 0.77, - "canonical_issue_reason": "44466 is the closest thing to a hub here: it is a concrete, well-scoped tied-weights/save-load regression and is the strongest representative of the small related subgroup.", + "summary": "This cluster is highly heterogeneous: the paired items span unrelated tokenizer, loading, training, generation, and model-specific regressions, so there is no clear duplicate canonical issue or PR here. All soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44466 is the best standalone representative of the most coherent theme in the set, with a specific code-path and nearby related reports around tied weights and serialization.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error vs. LayoutLMv3 box validation/error-message issue; different code paths and symptoms." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure vs. trainer.evaluate() lifecycle bug; unrelated failures." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is CodeLlama space handling on encode/decode; not the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warning vs. quantized model save/load corruption; different underlying issues." + }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but 44466 is a save/load serialization regression while 45005 is a broader translation-model report; not clearly the same bug." + "reason": "Both mention tied weights, but one is device-dependent serialization and the other is translation-model tied-weights behavior; not clearly the same defect." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is a batched chat-template crash and the other is wrong vision_position_ids for video input; different failures." - }, - { - "left": "issue:24643", - "right": "issue:29127", - "accept": false, - "reason": "DeepSpeed training weight-dim error vs. LayoutLMv3 error-message clarity; unrelated." + "reason": "Qwen2.5-VL chat-template batching crash vs. video vision_position_ids bug; different processor paths." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both are loading-related, but one is gguf_file breakage and the other is an offline Mistral regex/model_info regression; different code paths." + "reason": "Both affect loading/tokenizer paths, but one is gguf_file breakage and the other is an offline model_info call in _patch_mistral_regex; different root causes." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent conversion mismatch and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "DAC latent/STE mismatch vs. Whisper batch_decode skip_special_tokens regression; unrelated functionality." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import vs. Trainer GPU broadcast TypeError; unrelated." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor import failure vs. Windows ROCm torch.distributed dependency issue; unrelated." + "reason": "Gemma 4 processor import error from mistral_common vs. Windows ROCm torch.distributed dependency issue; unrelated." }, { - "left": "issue:44936", - "right": "issue:45823", + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch not found ImportError vs. MacOS bus error on CLIP model; different failure modes." + }, + { + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "trainer.evaluate() after train vs. Gemma4 PLE device mismatch; different subsystems and symptoms." + "reason": "Aux-loss normalization bug in MoE models vs. FSDP CPU RAM efficient loading breakage; different problems." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "save_pretrained shard-size question vs. AutoProcessor kwargs forwarding bug; not the same problem." + "reason": "Save-pretrained shard-size question vs. AutoProcessor kwarg forwarding bug; not duplicates." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate/train lifecycle issue vs. Gemma4 device_map auto device mismatch; different code paths." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero probabilities and a processor.tokenizer regression are different model-path bugs." + "reason": "Siglip2 zero probabilities vs. v5 tokenizer cleanup behavior regression; unrelated." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer AttributeError and AutoTokenizer failing on FastSpeech2ConformerTokenizer are different tokenizer-loading issues." - }, - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "Both mention backend resolution, but one is tensorboard-without-TF and the other is tensorflow_text mapping; different root causes." + "reason": "Different tokenizer-loading failures for different models; same broad area but not the same bug." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "processor.tokenizer regression vs. Kimi-K2.5 tokenizer codec/warning regression; not the same bug." + "reason": "Both are tokenizer regressions, but one concerns cleanup_spaces and the other codec handling plus a warning; separate issues." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs. MLukeTokenizer AttributeError; different models and failures." + "reason": "BigBird special-token registration bug vs. MLukeTokenizer AttributeError; unrelated tokenizers and symptoms." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Backend detection/misconfiguration problems, but one is tensorboard without TensorFlow and the other is tensorflow_text backend mapping; different root causes." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loading failure vs. Blip2 dtype staying float32; unrelated." + "reason": "gguf_file loading breakage vs. BLIP2 dtype not propagating; unrelated." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype propagation and RTDetrV2 output changes in v5 are unrelated." - }, - { - "left": "issue:44493", - "right": "issue:46050", - "accept": false, - "reason": "Unexpected key with position id vs. quantized save/load breakage; not the same issue." + "reason": "BLIP2 dtype propagation vs. RTDetrV2 output differences in v5; different model behaviors." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer/special-token complaints, but they affect different tokenizers and concrete behaviors." - }, - { - "left": "issue:44843", - "right": "issue:44991", - "accept": false, - "reason": "Offline Mistral regex/model_info bug vs. est-roberta tokenizer loading failure; unrelated." - }, - { - "left": "issue:29159", - "right": "issue:33357", - "accept": false, - "reason": "Slow/fast tokenizer inconsistency vs. MacOS bus error on a CLIP model; unrelated." - }, - { - "left": "issue:43531", - "right": "issue:43742", - "accept": false, - "reason": "Qwen3-MoE sliding_window bug and MobileLLM-125M load key error do not share a concrete code path." - }, - { - "left": "issue:43756", - "right": "issue:46402", - "accept": false, - "reason": "Smollm3 RoPE-layer loss and Sam3Model text-encoder weights not loading are different model-specific regressions." + "reason": "Both involve tokenizer special tokens, but BigBird mask-token registration and mdeberta BOS/EOS insertion are different bugs." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both are generation/state-related, but one is compiled-forward chunked generation and the other is recurrent-state reset with cache; not the same bug." + "reason": "Chunked generation compiled-forward inconsistency vs. Qwen3 recurrent state reset in cache; both generation-related but not the same concrete bug." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Both hit apply_chat_template, but one is batching with padding=False and the other is tool-call assistant messages with no content; distinct edge cases." + "reason": "Offline model_info patch issue vs. tokenizer loading failure for est-roberta; no clear shared code-path bug." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "BigBirdTokenizer special-token registration and DiaConfig custom token IDs loss are unrelated." + "reason": "Custom model initialization breakage in v5 vs. FSDP loading regression; unrelated." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs. DiaConfig token-ID persistence; unrelated." + "reason": "Slow/fast tokenizer inconsistency vs. MacOS bus error on CLIP model; unrelated." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Missing PyTorch import and post_init reinitializing output embeddings are unrelated." + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention and the other is classification-head init/checkout; different underlying failures." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43756", + "right": "issue:46402", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs. Qwen3.5 flash-attention generation failure; different bugs." + "reason": "Smollm3 RoPE-layer omission vs. Sam3Model text-encoder weights not loaded; unrelated model-specific bugs." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Both involve trust_remote_code breakage, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available; different fixes." - }, - { - "left": "issue:45491", - "right": "issue:46002", - "accept": false, - "reason": "NaNs in Gemma3 sliding-window embeddings vs. NaNs in classification-head checkout/init are unrelated." - }, - { - "left": "issue:44466", - "right": "issue:46050", - "accept": false, - "reason": "Both touch save/load, but 44466 is tied-weight serialization inconsistency while 46050 is a quantized-model persistence issue; not the same underlying bug." + "reason": "Qwen3-MoE sliding_window issue vs. MobileLLM-125M loading KeyError; unrelated." } ] }, @@ -7255,16 +7134,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ - "issue:28282", "issue:32090", "issue:33666", "issue:36010", "issue:36331", - "issue:39692", "issue:41720", "issue:43262", + "issue:43278", "issue:43295", "issue:43452", "issue:43493", @@ -7274,285 +7152,307 @@ "issue:43572", "issue:43577", "issue:43606", + "issue:43643", + "issue:43653", "issue:43688", "issue:43720", "issue:43742", - "issue:43749", "issue:43825", "issue:43927", "issue:43994", "issue:44361", "issue:44451", "issue:44464", + "issue:44466", "issue:44479", - "issue:44488", + "issue:44514", "issue:44554", - "issue:44568", + "issue:44561", "issue:44610", "issue:44625", "issue:44821", - "issue:44843", "issue:44849", "issue:44964", "issue:44977", - "issue:45200", - "issue:45229", - "issue:45357", + "issue:45290", "issue:45405", "issue:45440", + "issue:45701", + "issue:45704", "issue:45823", "issue:46050", "issue:46192", "issue:46209", - "issue:46489" + "issue:46365" ], "soft_pairs": [ - "issue:33666|issue:36010", + "issue:43688|issue:45440", + "issue:43688|issue:45704", + "issue:44514|issue:45290", + "issue:43653|issue:43927", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:44464|issue:44977", + "issue:43643|issue:44561", + "issue:41720|issue:44464", + "issue:44466|issue:46050", "issue:43504|issue:43720", - "issue:43742|issue:44821", - "issue:43504|issue:43550", + "issue:33666|issue:36010", + "issue:43577|issue:44554", "issue:32090|issue:33666", "issue:44977|issue:46209", - "issue:43688|issue:45440", + "issue:43504|issue:43550", + "issue:43742|issue:44821", "issue:43504|issue:44610", - "issue:41720|issue:44464", - "issue:28282|issue:32090", + "issue:44554|issue:46365", "issue:43262|issue:43295", - "issue:43452|issue:44451", "issue:43720|issue:43927", "issue:45823|issue:46050", + "issue:43452|issue:44451", "issue:43606|issue:43927", "issue:33666|issue:36331", - "issue:43525|issue:43572", "issue:43994|issue:46192", "issue:44849|issue:46209", + "issue:43525|issue:43572", + "issue:43278|issue:43688", "issue:43493|issue:43825", "issue:43720|issue:44361", - "issue:44964|issue:45405", - "issue:39692|issue:43493", - "issue:44479|issue:44625", - "issue:44849|issue:45357", - "issue:43577|issue:44554", - "issue:44568|issue:46489", - "issue:45200|issue:45229", - "issue:39692|issue:43295", - "issue:44488|issue:44843", - "issue:43688|issue:43749" + "issue:44964|issue:45405" ], - "prepared_review_unit_hash": "c57f83e3fb2e87b2a220c6058c01bc0f4d192f4839dd4a17634bd7747aa1e447", + "prepared_review_unit_hash": "d9fde29f80a2d4c4e910557ca97a8e644fadab9a58f11725467fd66132d0bca2", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37038, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "soft_pair_count": 34, + "serialized_chars": 37936, + "estimated_input_tokens": 9484, + "estimated_eval_tokens": 19224 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose collection of unrelated Transformers issues across many models/subsystems. None of the soft pairs look like the same underlying bug or change, so there is no good canonical duplicate target here.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated model families, error modes, and code paths, so they do not form a single duplicate cluster.", + "summary": "The cluster is highly heterogeneous; the soft pairs mostly connect superficially similar transformers/model-loading bugs rather than the same underlying issue. No soft edge looks safe to merge as a duplicate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43688 is the closest thing to a hub because it has multiple soft-similarity links and inbound references, but even it is not a true representative for the whole mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong global representative because there is no shared underlying bug across the set.", + "best_issue_reason": "issue:43688 is the strongest single issue candidate by connectivity, but the cluster is too diverse for it to serve as a meaningful global canonical beyond its own loss-normalization theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Different problems: Qwen2-VL multi-GPU training vs a GenerationMixin import break." + "reason": "Aux-loss normalization vs remote-implementation divergence; different model families and failure modes." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Different load failures with different causes: legacy preset field vs packed-weight unpacking during accelerate loading." + "reason": "Both touch loss/normalization, but one is a model bug and the other is a T5 apex memory-leak issue." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Both are loading-related, but one is a key error for MobileLLM and the other is URL loading for AutoImageProcessor." + "reason": "Both are chat/template-related, but one is a batched padding crash and the other is assistant tool-call handling." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Different models and root causes: legacy field on load vs torch.compile/SDPA failure." + "reason": "Tokenizer special-token registration bug vs config custom-token persistence bug; not the same defect." }, { - "left": "issue:32090", - "right": "issue:33666", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training." + "reason": "Unrelated: SDPA/torch.compile failure in Bamba vs DiaConfig token-ID persistence." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "Both mention inference issues, but one is Qwen3.5 flash-attn generation and the other is FP8 on B200; not the same bug." + "reason": "Aux-loss normalization is unrelated to version-dependent tokenization changes." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Different topics: auxiliary loss normalization vs DeepSeek implementation divergence." + "reason": "Video-input regression across Qwen variants vs num_labels propagation in Qwen3.5 config." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems: compiled attention in Bamba vs tokenizer AttributeError in MLuke." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is not the same as flash-attention generation failure." + }, + { + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Legacy model-loading bug is unrelated to OmDet-Turbo processor/model image-size mismatch." + "reason": "Both affect trust_remote_code models, but one is missing config fields and the other is a removed helper function." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Different correctness issues: device-map cuda assert on Qwen3 vs chunked generation with compiled forward." + "reason": "Qwen3 device-map cuda assert vs chunked-generation output inconsistency; different code paths." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to Trainer GPU broadcast TypeError." + "reason": "v5 tied-weight serialization bug vs sinq quantization save/load breakage." }, { - "left": "issue:43262", - "right": "issue:43295", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to processor.tokenizer/images regression." + "reason": "Legacy field in Beit config vs BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Both are load failures, but one concerns gguf_file support and the other a specific model that no longer loads." + "reason": "Multi-GPU Qwen2-VL training vs GenerationMixin import error; not the same issue." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig token-ID persistence are different bugs." + "reason": "Blip2 dtype mismatch on load vs MPS attention correctness bug with mismatched head dims." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Device mismatch with device_map=auto is unrelated to sinq save/load quantization breakage." + "reason": "Trainer GPU broadcast TypeError vs Qwen2-VL multi-GPU training request; different underlying failures." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig custom token IDs being lost." + "reason": "Flash-attention generation bug vs FP8 inference failure on B200 hardware." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is not the same as compute_loss signature mismatch in CustomTrainer." + "reason": "Different models and failures: Beit pretrained-load legacy field vs Bamba torch.compile/SDPA." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Both are missing config fields, but they affect different configs and different fields (pad_token_id vs pad_token_idx)." + "reason": "MobileLLM config loading key error vs AutoImageProcessor URL loading issue." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "SigLIP2 wrong results are unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Beit legacy-field load bug vs OmDet processor/image-size mismatch." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "Different Qwen3.5 failures: output_hidden_states bug vs FP8 inference on B200." + "reason": "Attention correctness on MPS is unrelated to the Trainer import conflict with datasets." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:43262", + "right": "issue:43295", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline translation-task messaging." + "reason": "Audio sampling-rate default bug vs processor/tokenizer API regression for multimodal custom code." }, { "left": "issue:43720", - "right": "issue:44361", + "right": "issue:43927", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to MLukeTokenizer task AttributeError." + "reason": "Packed-weight loading vs config custom-token persistence; different areas and fixes." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is unrelated to a dependency version bump (MIN_PEFT_VERSION)." + "reason": "Gemma4 device-map mismatch vs quantized save/load corruption; unrelated failures." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Doc/example errors for SigLIP2 are not the same as a core SigLIP2 implementation discrepancy." + "reason": "gguf_file loader regression vs inability to load a specific model; not the same code-path." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Video-input regression across Qwen VL models is unrelated to num_labels propagation in Qwen3.5." + "reason": "CPU offload device mismatch vs DiaConfig token-ID loss; different bug classes." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Different regressions in Qwen3.5: hidden-states output vs incorrect visual encoder keys on save_pretrained." + "reason": "Qwen2-VL multi-GPU training vs CustomTrainer.compute_loss signature break." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Blip2 dtype propagation and MPS attention correctness with mismatched head dims are unrelated." + "reason": "SigLIP2 model/pipeline outputs vs return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Tokenizer special-token behavior change is unrelated to DeepSeek-Coder tokenizer output regression." + "reason": "Qwen3.5 hidden-states bug vs FP8 inference failure on B200." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids defaulting issue is unrelated to Gemma4 multi-GPU inference OOM." + "reason": "Similar missing-pad-field symptom, but different config classes, field names, and fixes." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to the processor.tokenizer/images regression." + "reason": "Embedding dtype drift in eval vs auxiliary-loss normalization; unrelated model behavior." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Loading a specific BERT model is unrelated to the unconditional model_info() call in offline mode." + "reason": "SigLIP2 implementation discrepancy vs pipeline task-message regression; different components." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading vs MLuke tokenizer task error; no shared underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different code paths and failures." + "reason": "Phi-4 multimodal load failure vs an outdated MIN_PEFT_VERSION pin; unrelated." } ] }, @@ -7574,14 +7474,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ - "issue:29942", - "issue:30333", + "issue:28218", "issue:33357", "issue:33666", + "issue:39692", "issue:43257", "issue:43278", + "issue:43295", "issue:43299", "issue:43334", "issue:43493", @@ -7592,272 +7493,285 @@ "issue:43606", "issue:43646", "issue:43653", - "issue:43688", + "issue:43701", "issue:43824", "issue:43844", "issue:43927", "issue:44112", "issue:44291", "issue:44361", - "issue:44423", "issue:44464", "issue:44466", + "issue:44488", "issue:44493", - "issue:44554", "issue:44568", "issue:44589", "issue:44625", - "issue:44734", "issue:44792", - "issue:44964", + "issue:44843", + "issue:44849", "issue:44977", + "issue:45200", "issue:45229", + "issue:45357", "issue:45405", "issue:45520", - "issue:45588", - "issue:45701", - "issue:45704", + "issue:45584", "issue:45759", "issue:45812", "issue:45823", - "issue:46050", + "issue:46002", "issue:46285", - "issue:46365", - "issue:46424" + "issue:46424", + "issue:46489" ], "soft_pairs": [ + "issue:39692|issue:43493", + "issue:28218|issue:33357", + "issue:44625|issue:46002", + "issue:44849|issue:45357", + "issue:44568|issue:46489", + "issue:43278|issue:43844", + "issue:45200|issue:45229", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:44488|issue:44843", "issue:43540|issue:44977", "issue:44568|issue:45812", - "issue:44464|issue:46424", "issue:43646|issue:44466", - "issue:43493|issue:43844", - "issue:43824|issue:44589", + "issue:44464|issue:46424", "issue:33357|issue:33666", + "issue:43824|issue:44589", + "issue:43257|issue:43299", "issue:44589|issue:45520", "issue:43334|issue:43572", - "issue:43688|issue:45704", - "issue:43278|issue:43844", - "issue:43334|issue:45759", "issue:43927|issue:44361", "issue:43504|issue:43606", + "issue:43334|issue:45759", "issue:45229|issue:45823", - "issue:43572|issue:44291", - "issue:44493|issue:46285", + "issue:43278|issue:43701", "issue:44792|issue:45405", - "issue:43257|issue:43299", + "issue:44493|issue:46285", "issue:43575|issue:45405", + "issue:43572|issue:44291", "issue:43606|issue:44112", - "issue:44625|issue:45759", "issue:43504|issue:43653", - "issue:44554|issue:46365", - "issue:43688|issue:45701", - "issue:45588|issue:46050", - "issue:44423|issue:44734", - "issue:29942|issue:30333", - "issue:43844|issue:44964" + "issue:44464|issue:45584" ], - "prepared_review_unit_hash": "ceb300956bdb58738aab74179ce0db258258c28b1a26959aaff78ca96e1fb0e8", + "prepared_review_unit_hash": "d1428ee9232e8cc89180a2cb1aa3946bab014ffda28cef9c7e2087abb2df45b9", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36498, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "soft_pair_count": 31, + "serialized_chars": 37082, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are mostly broad thematic matches rather than true duplicates. They share subsystems or model families, but the concrete failures and fixes differ, so none should be merged.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue stands out; the items span many unrelated bugs, and the apparent overlaps are only loose thematic similarities.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers regression reports. The issues share broad themes like tokenizers, model loading, and config compatibility, but the soft pairs do not look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45812 is the strongest cluster representative: it is a broad, clearly framed v4\u2192v5 tokenizer regression affecting all Granite models, with multiple inbound references and a concrete user-facing failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: this is not one duplicate cluster, so no single issue cleanly represents the set.", + "best_issue_reason": "issue:45812 is the best single issue to keep as the canonical anchor because it is the most general and well-scoped tokenizer regression in the set, with clearer impact and stronger discussion signal than the more niche reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Both involve Qwen3/VL and attention, but one is a video-processing ValueError and the other is a flash-attention generation bug." + "reason": "Both are SigLIP2-related, but one is a documentation/example failure and the other is an implementation discrepancy vs JAX; different bugs." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different token ID behavior." + "reason": "Tokenizer spacing bug vs MacOS CLIP bus error; no shared code-path or failure mode." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:44625", + "right": "issue:46002", "accept": false, - "reason": "Chunked generation with compiled forward is a different code path from cache max length handling for quantized cache." + "reason": "One is config propagation for num_labels, the other is NaNs in classification heads; unrelated symptoms and fixes." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Custom model initialization and lm_head serialization are distinct bugs with different failure modes." + "reason": "Both involve Qwen3.5, but one is output_hidden_states behavior and the other is save_pretrained key serialization; not the same bug." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "One is a SigLIP2 implementation discrepancy; the other is a DeepSpeed/gradient scaling issue." + "reason": "Both are tokenizer regressions, but for different models and different failure points; too broad to treat as one bug." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Importing a missing model class is unrelated to the Float8 storage TypeError." + "reason": "Embedding dtype drift in eval vs ZeRO-3 gradient growth are different training/runtime problems." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Different models, different symptoms, and different execution contexts." + "reason": "Text-only mm_token_type_ids defaulting and multi-GPU OOM are unrelated issues." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Float8 storage lookup and flash_attn import handling are separate compatibility problems." + "reason": "SigLIP2 example errors and processor.tokenizer regression are distinct multimodal issues." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Both are config attribute issues, but they concern different fields, models, and load paths." + "reason": "SigLIP2 implementation mismatch is unrelated to ZeRO-3 gradient instability." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Auxiliary loss normalization is unrelated to the T5 RMSNorm memory leak." + "reason": "Loading a specific model vs offline-model_info regression in tokenizer patching; different root causes." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Dtype drift between train/eval is not the same as exploding gradients under ZeRO-3." + "reason": "Qwen3OmniMoe video processing and Qwen3.5 flash-attention generation are separate model-path bugs." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Both touch Qwen multimodal config handling, but one is a missing pad token attribute and the other is from_config unwrapping." + "reason": "Different tokenizer families and different regressions; one is missing BOS/EOS on add_special_tokens, the other is wrong Granite token IDs." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "A lost config token ID after save/load is a different bug from a tokenizer AttributeError on tasks." + "reason": "Custom model initialization breakage and lm_head serialization inconsistency do not describe the same change." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "Legacy field loading for BEiT is unrelated to a CPU offload device mismatch in bark-small." + "reason": "Chunked generation under compiled forward is a different code path than cache length handling for quantized cache." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Both mention Gemma4, but one is OOM and the other is a device placement mismatch during forward." + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "These are separate Transformers 5 init/load regressions with different triggering APIs." + "reason": "ImportError for a missing Qwen2_5_VL class vs Float8 storage lookup failure; different bugs." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structural inconsistency are different regressions." + "reason": "Both mention Qwen3 MoE loading, but one is weight conversion under accelerate+deepspeed and the other is a Qwen3VL MoE loading breakage; not clearly the same concrete fix." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "A janus test failure is unrelated to a PEFT version bump issue." + "reason": "Float8 storage error and flash_attn import KeyError are separate compatibility issues." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Both are Qwen3 MoE loading problems, but they affect different model variants and different loading mechanisms." + "reason": "Missing pad_token_id on Qwen3-VL text config vs missing pad_token_idx on StableLmConfig; different models and fields." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "A tensor-parallel OOM is unrelated to the PEFT version requirement regression." + "reason": "DiaConfig save/load token IDs and MLukeTokenizer AttributeError are unrelated tokenizer/config bugs." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "A runtime device mismatch and a stale CI test are not the same underlying bug." + "reason": "Legacy field load failure in Beit and CPU offload device mismatch in bark-small are unrelated." }, { - "left": "issue:44625", + "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen3.5 config propagation, but one is num_labels copying and the other is composite-config unwrapping." + "reason": "Both touch Qwen composite configs, but one is a missing pad_token_id attribute and the other is from_config not unwrapping text_config; not enough to be the same bug." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Loading a BEiT preset and BigBird mask-token special-token registration are unrelated tokenizer/model issues." + "reason": "Multi-GPU OOM and device mismatch with device_map='auto' are different failure modes." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "An MPS attention correctness bug is unrelated to the Trainer import problem." + "reason": "Embedding dtype regression and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Auxiliary loss normalization is not a tokenization-version regression." + "reason": "Janus image-generation test failure and a peft version bump are unrelated." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "A flash_attention.py sink-less-model crash is different from a quantization save/load breakage." + "reason": "Unexpected position-id keys and CLIP text-model structure divergence are different API regressions." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Both are serve-related crashes, but they fail in different endpoints and different tensor handling paths." + "reason": "Tensor-parallel OOM on a specific model and a dependency version bump are unrelated." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting on failed jobs are unrelated." + "reason": "Both are 5.0 compatibility problems, but one is a config attribute mismatch and the other is an init_empty_weights argument error; different code paths." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch vs stale GraniteSpeech CI override test; not the same underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy preset loading and BigBirdTokenizer special-token registration are different issues." + }, + { + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "DeepSpeed gradient inflation and Phi-4 multimodal loading are separate issues." + "reason": "Compiled-forward chunked generation and Whisper empty-transcription behavior after token alignment are separate generation bugs." } ] }, @@ -7879,297 +7793,283 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:15354", "issue:28218", "issue:29159", + "issue:29942", + "issue:30333", "issue:32090", - "issue:33357", "issue:34567", + "issue:37428", "issue:38175", - "issue:39692", + "issue:42490", "issue:43065", "issue:43232", - "issue:43278", "issue:43295", "issue:43450", "issue:43493", "issue:43540", - "issue:43550", - "issue:43572", - "issue:43688", + "issue:43696", "issue:43701", "issue:43844", "issue:43873", "issue:43957", "issue:43994", "issue:44186", - "issue:44466", + "issue:44423", "issue:44493", "issue:44521", "issue:44554", "issue:44610", + "issue:44734", "issue:44849", - "issue:44898", - "issue:44987", + "issue:44964", "issue:45072", "issue:45084", - "issue:45127", "issue:45198", "issue:45200", "issue:45290", "issue:45356", + "issue:45381", "issue:45406", - "issue:45412", "issue:45446", "issue:45520", + "issue:45588", "issue:45823", "issue:46050", "issue:46121", "issue:46192", + "issue:46209", "issue:46369" ], "soft_pairs": [ "issue:43994|issue:44493", - "issue:43688|issue:43873", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:29942|issue:30333", + "issue:43065|issue:46369", + "issue:43844|issue:44964", + "issue:42490|issue:43696", + "issue:45406|issue:46121", "issue:29159|issue:32090", "issue:28218|issue:34567", "issue:45084|issue:45520", "issue:44554|issue:45446", "issue:15354|issue:38175", "issue:43540|issue:45200", - "issue:43065|issue:46369", - "issue:43873|issue:46050", - "issue:43278|issue:43701", "issue:45200|issue:45823", "issue:45072|issue:45198", + "issue:43493|issue:43701", + "issue:37428|issue:43957", "issue:44186|issue:46192", "issue:44521|issue:45290", "issue:43232|issue:44849", - "issue:43493|issue:43701", - "issue:45406|issue:46121", "issue:45823|issue:46192", "issue:43295|issue:43450", - "issue:28218|issue:33357", "issue:43295|issue:44610", - "issue:44554|issue:45356", + "issue:45381|issue:46209", "issue:43295|issue:43873", - "issue:43572|issue:44987", - "issue:39692|issue:46192", - "issue:43572|issue:43957", - "issue:43550|issue:43844", - "issue:44466|issue:45127", - "issue:44898|issue:45412" + "issue:44554|issue:45356" ], - "prepared_review_unit_hash": "c12b2b81590cd7bba9e2ac42b8a3d8f336c715cc223f0afe35b768c9c72a698f", + "prepared_review_unit_hash": "5bf2ee48583e42a144df20adfd4f78974c4667295ba0ade30938fdcf51ef7ab6", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36785, - "estimated_input_tokens": 9197, - "estimated_eval_tokens": 18650 + "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 set is highly heterogeneous; the soft pairs are mostly unrelated model-, tokenizer-, training-, or device-specific bugs, so I would not merge any of them as duplicates.", - "confidence": 0.24, - "canonical_issue_reason": "No true canonical duplicate stands out. If one representative is needed, issue:44521 is the broadest user-facing API regression in the set and has the strongest discussion/inbound references.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue:44521 is the best general representative because it is a concrete, active multimodal API bug with multiple users impacted; most other items are narrower or orthogonal.", - "best_pr_reason": null, + "summary": "These issues are mostly unrelated across tokenizer, serving, quantization, multimodal, and training subsystems; none of the proposed soft pairs looks like the same underlying bug or change.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue stands out: the set spans many distinct code paths and symptoms, so there is no shared root cause to anchor the cluster.", + "canonical_pr_reason": "No pull requests are present in this set.", + "best_issue_reason": "No clear best issue for deduplication: while some reports are high-signal, none subsumes the others or represents the same bug family.", + "best_pr_reason": "No pull requests are present in this set.", "soft_edge_verdicts": [ { "left": "issue:43994", "right": "issue:44493", "accept": false, - "reason": "Different bugs: SigLIP2 inference/pipeline nonsense vs a generic position-id key warning across many models." + "reason": "Different symptoms and code paths: SigLIP2 nonsensical outputs vs a position-id key warning/regression." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization, but one is about offloading behavior and the other about save/load breakage after sinq quantization." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less crash and quantization serialization failure are unrelated bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but they affect different endpoints and different failure mechanisms." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on failed training are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 pixel-decoder architecture stub vs memory overflow in a SAM3 litetext model; not the same bug." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed/ZeRO gradient anomaly and a multimodal model loading failure do not share a concrete root cause." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import warning on trailing-slash paths and CUDA OOM on GPT-oss-20b are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to quantization/offloading behavior." + "reason": "Gemma4Processor missing _tokenizer and a rope-validation TypeError are different code paths." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to Trainer GPU broadcast NoneType errors." + "reason": "Tokenizer slow/fast inconsistency is unrelated to the trainer _gpu_broadcast_one NoneType error." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Added-token spacing in tokenizers does not match TrainerState token-count tracking." + "reason": "Extra space after added token and num_input_tokens_seen not updating are different tokenizer vs trainer issues." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation failure is unrelated to a flash_attn import key error." + "reason": "Compile error for non-template nodes is unrelated to the flash_attn import KeyError on Python 3.13." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a PyTorch version check in flex_attention are different code paths." + "reason": "MPS attention correctness bug and a PyTorch version-check import bug are not the same problem." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + "reason": "TorchScript generator-expression export failure and SigLIP2 zero-probability outputs are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe is unrelated to Gemma4 text-only mm_token_type_ids defaults." + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue is not the same as SAM3 litetext memory overflow." + "reason": "Both are Gemma4, but one is missing default multimodal token ids and the other is a device-map forward mismatch." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Quantization/offloading failure and quantized save/load breakage are distinct defects." + "reason": "bfloat16 dtype mismatch in inference and Wav2Vec2 save/tokenization failure are different bugs." }, { - "left": "issue:43278", + "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "BF16-to-FP32 evaluation dtype drift is unrelated to resume_from_checkpoint key mismatch." - }, - { - "left": "issue:45200", - "right": "issue:45823", - "accept": false, - "reason": "Gemma4 token-type defaults and Gemma4 PLE device-mapping mismatch affect different parts of the model." + "reason": "SigLIP2 implementation discrepancy and resume-from-checkpoint key mismatch do not share the same root cause." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "BF16 dtype mismatches in inference and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "Missing flash-attention import symbol and meta-device model-loading failures are separate issues." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 NER/padding crashes are not the same as return_tensors being ignored with text_kwargs." + "reason": "LayoutLMv2 NER padding/truncation crashes and return_tensors being ignored are different tokenizer behaviors." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "All-zero assistant masks for multimodal chat templates is a different bug from tool-call message crashes." + "reason": "All-zero assistant masks for multimodal inputs and a crash on tool-call assistant messages are distinct apply_chat_template bugs." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs syncing after sync_gpus is unrelated to Qwen3.5 hidden-state output bugs." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 JAX/HF discrepancy is unrelated to checkpoint resume key handling." - }, - { - "left": "issue:45406", - "right": "issue:46121", - "accept": false, - "reason": "Gemma4Processor _tokenizer attribute crash and rope-parameter type conversion are different failures." + "reason": "Generation kwargs update after sync_gpus and output_hidden_states behavior in Qwen3.5 are unrelated." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Device-mapping mismatch in Gemma4 PLE is unrelated to return_tensors handling." + "reason": "Gemma4 device_map auto mismatch and return_tensors being ignored are unrelated API issues." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression is not the same as batched video-shape handling." - }, - { - "left": "issue:28218", - "right": "issue:33357", - "accept": false, - "reason": "Added-token spacing in tokenizers does not match the CLIP MacOS bus error." + "reason": "Processor.tokenizer regression and batched video shape errors are different multimodal processing problems." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Missing processor.tokenizer / image passing regression is unrelated to OmDet-Turbo's input-size mismatch." + "reason": "Processor/tokenizer access regression does not match the OmDet-Turbo input-size mismatch." }, { - "left": "issue:44554", - "right": "issue:45356", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Attention-head-dim correctness on MPS is unrelated to Kimi-K2.5 tokenizer codec handling." + "reason": "Qwen2.5-VL video position-id bug and FP8 inference failure on B200 are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to quantization offloading behavior." - }, - { - "left": "issue:43572", - "right": "issue:44987", - "accept": false, - "reason": "StableLmConfig pad_token_idx regression is not the same as loading physical-intelligence/fast on v5.1+." - }, - { - "left": "issue:39692", - "right": "issue:46192", - "accept": false, - "reason": "SigLIP2 doc example errors are unrelated to return_tensors being ignored when text_kwargs is provided." - }, - { - "left": "issue:43572", - "right": "issue:43957", - "accept": false, - "reason": "Missing StableLmConfig pad_token_idx and meta-device loading breakage are distinct loading issues." - }, - { - "left": "issue:43550", - "right": "issue:43844", - "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth." - }, - { - "left": "issue:44466", - "right": "issue:45127", - "accept": false, - "reason": "lm_head.weight serialization inconsistency is not the same as LoRA merge collapse with extended vocab." + "reason": "Processor regression and quantization offloading problems are unrelated." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Perceiver resolution/interpolation failure is unrelated to RT-DETR memory not being released." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are different code paths." } ] }, @@ -8191,297 +8091,300 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ + "issue:28218", + "issue:35141", "issue:37428", "issue:38175", + "issue:39692", + "issue:41720", "issue:42490", "issue:42915", "issue:43262", "issue:43278", - "issue:43295", "issue:43334", + "issue:43388", "issue:43450", "issue:43452", "issue:43493", "issue:43525", "issue:43526", + "issue:43550", + "issue:43572", "issue:43575", "issue:43653", - "issue:43696", - "issue:43819", "issue:43824", - "issue:43827", + "issue:43844", "issue:43856", - "issue:43901", "issue:43950", "issue:43957", "issue:43975", "issue:44112", "issue:44442", - "issue:44514", - "issue:44521", + "issue:44466", "issue:44561", - "issue:44610", - "issue:44857", - "issue:45083", + "issue:44792", + "issue:44898", + "issue:44987", + "issue:45127", "issue:45198", "issue:45200", - "issue:45290", "issue:45325", - "issue:45381", "issue:45412", "issue:45520", - "issue:45759", + "issue:45563", "issue:46170", "issue:46178", "issue:46192", "issue:46209", "issue:46234", "issue:46285", - "issue:46326", "issue:46512" ], "soft_pairs": [ - "issue:43950|issue:46285", + "issue:39692|issue:46192", "issue:45520|issue:46178", - "issue:45381|issue:46209", + "issue:43572|issue:44987", + "issue:44466|issue:45127", + "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:44898|issue:45412", + "issue:37428|issue:43824", + "issue:43950|issue:46285", "issue:45200|issue:45325", - "issue:37428|issue:43957", "issue:43450|issue:43575", + "issue:42490|issue:43493", + "issue:44792|issue:45563", "issue:43334|issue:43525", "issue:43452|issue:46512", - "issue:43824|issue:43975", + "issue:42915|issue:43824", + "issue:43388|issue:43526", "issue:38175|issue:43493", - "issue:42490|issue:43696", + "issue:43824|issue:43975", + "issue:28218|issue:35141", "issue:43653|issue:44112", - "issue:42915|issue:43824", "issue:43526|issue:46192", "issue:43278|issue:43856", - "issue:43295|issue:43493", + "issue:41720|issue:46209", "issue:44442|issue:45198", - "issue:37428|issue:43824", - "issue:45520|issue:46170", "issue:43262|issue:43450", + "issue:45520|issue:46170", "issue:38175|issue:45412", - "issue:44561|issue:46234", - "issue:43819|issue:44112", - "issue:45759|issue:46285", - "issue:43827|issue:43901", - "issue:45290|issue:46326", - "issue:44610|issue:44857", - "issue:44514|issue:44521", - "issue:43819|issue:45083" + "issue:44561|issue:46234" ], - "prepared_review_unit_hash": "bdd7e7d79b49864e3daac4c561f4b61fe4c132c3cb8ccb7e3f6076c35322bf24", + "prepared_review_unit_hash": "64934d0b8ef4adc5d36092d6f2252efbb7c13ef51ea8dda7b2636a19edeeefd7", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36702, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 + "serialized_chars": 36809, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bugs spanning import errors, model/config regressions, processor/chat-template issues, and documentation mismatches. None of the soft-edge candidates look like the same underlying bug/change, so they should all be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items cover many distinct failure modes and model families rather than one duplicate bug cluster.", + "summary": "This cluster is mostly a set of unrelated transformers regressions loosely sharing v5-era API/loading themes. Only two soft pairs look like plausible duplicates: the SigLIP2 implementation discrepancy pair and the pad_token_id-missing config pair. No PRs are present.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43950 is the cleanest representative: it describes a concrete, broadly applicable v5 loading regression with a clear failure mode and reproducible impact.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for deduping; the set does not converge on one underlying defect.", + "best_issue_reason": "issue:43950 is the best single issue to anchor the cluster because it is specific, high-signal, and more generally representative of the v5 regression/load-path problems than the model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:39692", + "right": "issue:46192", "accept": false, - "reason": "Both are loading/model-structure regressions, but they affect different classes of behavior and different models; not the same bug." + "reason": "Different bugs: SigLIP2 docs/example errors vs return_tensors being ignored in text_kwargs handling." }, { "left": "issue:45520", "right": "issue:46178", "accept": false, - "reason": "Different backend/import problems: flash_attn on Python 3.13 versus tensorflow_text not being in BACKENDS_MAPPING." + "reason": "Both are import/backend errors, but they involve different missing backends and different code paths." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "One is a Qwen2.5-VL position-id bug; the other is an FP8 inference OOM on B200 hardware." + "reason": "StableLm pad_token_id regression and a separate model-loading failure for physical-intelligence/fast are not the same bug." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Different Qwen/Gemma multimodal issues with different symptoms and code paths." + "reason": "One is tied-weight serialization inconsistency; the other is LoRA merge collapse with extended vocab. Related area, but not the same failure." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "An import symbol regression is not the same as a meta-device model-loading failure." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to the ZeRO-3 gradient growth report." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Video batch shape handling and Qwen3 tensor-parallel OOM are unrelated." + "reason": "Different loading regressions: missing pad_token_idx vs meta-device loading breakage." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Same symptom class, but different model configs and no evidence of one shared underlying defect." + "reason": "Perceiver interpolation failure and RT-DETR memory leak are distinct issues." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "gguf/from_pretrained loading breakage is unrelated to from_config dtype staleness." + "reason": "Both are ImportErrors, but for different symbols and different modules; not the same underlying breakage." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Importing a missing Qwen class and a DeepSeek detokenization regression are distinct bugs." + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text-model structure changes." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "SigLIP2-specific complaints, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy; not clearly the same defect." + "reason": "Both touch multimodal processing, but one is mm_token_type_ids defaults and the other is Qwen2.5-VL rope indexing." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Local-path slash import warning and GPT-oss CUDA OOM are unrelated." + "reason": "Video processor shape bug and Qwen2 OOM under tensor parallelism are unrelated." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Tokenizer special-token registration and a GraniteSpeech CI test failure do not share the same bug." + "reason": "Trailing-slash path import warning is unrelated to the SigLIP2 implementation discrepancy." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Qwen3 MoE FP8 failure and a Qwen2.5-VL import error are separate issues." + "reason": "Janus image-generation test failure and paged generate warning are different generation issues." }, { - "left": "issue:43526", - "right": "issue:46192", - "accept": false, - "reason": "Both are input-processing bugs, but one is Beit label reduction and the other is return_tensors handling; different code paths." + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same class of regression: model/config objects missing pad_token_id and failing during load." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Embedding dtype drift during evaluation is unrelated to Qwen3 MoE memory inefficiency." + "reason": "gguf_file loading failure and stale config.dtype after from_config affect different APIs and code paths." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Custom processor/tokenizer regression is unrelated to SigLIP2 implementation mismatch." + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Different speech tokenizer/load/save failures with different models and symptoms." + "reason": "Both are label-handling bugs, but they affect different pipelines and different transformations of labels." }, { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different failure causes." + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Same model family and likely same underlying SigLIP2 implementation mismatch; one symptom is zero probabilities, the other is a broader HF-vs-JAX discrepancy." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Python 3.13 flash_attn key error and Windows ROCm torch.distributed dependency issues are unrelated." + "reason": "Importing a missing class and incorrect detokenization are unrelated." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Audio chat-template sampling-rate behavior and video batch shape bugs are distinct processor issues." + "reason": "Tokenizer extra-space behavior and embedding reinitialization are distinct regressions." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "SigLIP2 probability anomalies and RT-DETR memory-release problems are unrelated." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device-override failure are unrelated." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:43526", + "right": "issue:46192", "accept": false, - "reason": "These are two different missing-helper/import_utils regressions, not one shared bug." + "reason": "BeitImageProcessorFast label reduction and return_tensors handling are different preprocessing bugs." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "DAC STE mismatch and a GraniteSpeech device-override CI failure are unrelated." + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory usage are not the same issue." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Different composite-config/model-structure regressions in unrelated model families." + "reason": "Different model/hardware failures: Qwen3 device-mapping cuda assert vs FP8 inference on B200." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Both are docs issues, but they cover different pipeline APIs and should not be merged." + "reason": "Two separate tokenizer/save-pretrained failures on different models; not one bug." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Both involve chat templating, but the triggers and failure modes differ enough that they are not clearly the same bug." + "reason": "Audio chat-template sampling-rate default and video batched-shape handling are unrelated processor bugs." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Processor image-size mismatch and AMP CUDA loss crash are unrelated detection issues." + "reason": "Both are environment/import issues, but they stem from different dependency problems and platforms." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Same general API area, but one is a batched-input crash and the other is an assistant-mask correctness bug; not the same defect." + "reason": "SigLIP2 probability anomaly and RT-DETR memory leak are unrelated." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "DAC latent/forward mismatch and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "Removal of is_torch_fx_available and missing is_falcon_mamba_ssm_available are different import-utils regressions." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The canonical issue choice is defensible, and the accepted soft-edge pairs are both supported by the issue titles/bodies without overstating certainty. I did not see any unsupported merge claims or clear evidence inflation." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -8496,17 +8399,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ + "issue:26413", + "issue:29127", "issue:29942", + "issue:31501", "issue:32090", "issue:37428", "issue:39692", - "issue:41720", - "issue:42796", "issue:43278", "issue:43335", - "issue:43388", "issue:43425", "issue:43504", "issue:43526", @@ -8517,13 +8420,17 @@ "issue:43720", "issue:43819", "issue:43825", + "issue:43827", + "issue:43901", "issue:44112", "issue:44206", "issue:44351", "issue:44448", "issue:44493", + "issue:44514", + "issue:44521", + "issue:44610", "issue:44743", - "issue:44792", "issue:44855", "issue:44857", "issue:45083", @@ -8531,293 +8438,278 @@ "issue:45200", "issue:45245", "issue:45290", - "issue:45310", - "issue:45381", - "issue:45459", - "issue:45478", - "issue:45563", "issue:45584", "issue:45588", "issue:45593", "issue:45759", "issue:45823", "issue:45859", - "issue:46209", - "issue:46234", + "issue:46285", + "issue:46326", "issue:46402", "issue:46512" ], "soft_pairs": [ - "issue:41720|issue:46209", + "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:45759|issue:46285", + "issue:45290|issue:46326", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:44514|issue:44521", + "issue:43819|issue:45083", "issue:44857|issue:45593", "issue:43335|issue:43550", "issue:43611|issue:46402", - "issue:44206|issue:45584", - "issue:37428|issue:43425", - "issue:42796|issue:46209", "issue:43606|issue:45083", - "issue:44792|issue:45563", + "issue:37428|issue:43425", + "issue:29942|issue:32090", "issue:45759|issue:46512", "issue:44448|issue:44743", "issue:45200|issue:45588", "issue:43335|issue:43653", "issue:45127|issue:45245", "issue:43550|issue:44112", - "issue:37428|issue:44351", "issue:44855|issue:45083", "issue:43335|issue:43504", + "issue:37428|issue:44351", "issue:43819|issue:44493", - "issue:44206|issue:45823", "issue:43278|issue:43825", - "issue:29942|issue:32090", + "issue:44206|issue:45823", "issue:39692|issue:43526", + "issue:26413|issue:31501", + "issue:29127|issue:32090", "issue:45588|issue:45859", "issue:43335|issue:45083", - "issue:43720|issue:44112", - "issue:43388|issue:43526", - "issue:45459|issue:46234", - "issue:45310|issue:45478", - "issue:43335|issue:44112", - "issue:45290|issue:45381", - "issue:43335|issue:45593", - "issue:39692|issue:44493" + "issue:43720|issue:44112" ], - "prepared_review_unit_hash": "e19e96543de4d599897a5782c7f0093b84e96f5aaa3aa141ceaa8dd2e4354779", + "prepared_review_unit_hash": "91381e24ffc99789ac1eb94f872deca13ff4fdcf1da3eff3fa44ffa07e79fe21", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37814, - "estimated_input_tokens": 9454, - "estimated_eval_tokens": 19164 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37032, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformers issues. The only clear duplicate is the repeated Qwen3.5 Moe `from_pretrained` regression reported in issues 45310 and 45478.", - "confidence": 0.97, - "canonical_issue_reason": "issue:45310 is the best canonical issue because it is the earlier, more established report for the exact same Qwen3.5 Moe `from_pretrained` failure that is duplicated by 45478.", + "summary": "This cluster is broadly heterogeneous: mostly unrelated Transformers bug reports spanning model loading, chat templates, processors, CI regressions, and config edge cases. The soft edges are largely semantic false positives; I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the strongest representative of the cluster\u2019s recurring chat-template/multimodal theme: it is concrete, reproducible, high-activity, and sits in the most broadly relevant code path among the nearby tokenizer/template reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative of the cluster\u2019s only true duplicate pair and has the clearest overlap with a second report.", + "best_issue_reason": "issue:44521 is the best single issue to anchor this cluster because it has the most discussion/inbound interest, a clear failure mode, and broad user impact compared with the more niche config/import/CI reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Both involve model/runtime failures, but they are different models and different failure modes (cuda assert on auto device mapping vs FP8 inference on B200)." + "reason": "Different bugs: one is a feature-extractor API regression, the other is Whisper generation failing after special-token alignment." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Different bugs: AMP/CUDA crash in LwDetrImageLoss versus missing auxiliary losses when denoising is off in D-FINE." + "reason": "Unrelated code paths: DAC latent conversion mismatch vs a GraniteSpeech CI device-override test failure." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "These are unrelated model-specific bugs; one is a SwitchTransformers config edge case, the other is a Bamba torch.compile/SDPA failure." + "reason": "Both involve model structure, but the concrete problems differ: composite Qwen config unwrapping vs CLIP text-model attribute inconsistency." }, { - "left": "issue:43611", - "right": "issue:46402", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Both are loading-related, but the concrete problems differ: `base_model_prefix` handling vs Sam3 text encoder weights not loading." + "reason": "Both touch chat templates, but they fail in different scenarios and code paths: tool-call tokenization crash vs mistral_common continue_final_message handling." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "One is a feature extractor regression with an unsupported argument; the other is an empty-transcription generation issue after token alignment." + "reason": "Both are docs-related, but they describe different API mismatches and would not be fixed by one PR." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Different version-compatibility problems: a missing flash-attention import versus a broad Torch 2.10 incompatibility report." + "reason": "Different vision bugs: OmDet-Turbo input-size mismatch vs LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same general area, but not the same underlying bug: one crashes on batched padding=False input, the other returns incorrect all-zero assistant masks." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated failures: DAC forward/latents mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different training issues: AMP crash in LwDetrImageLoss vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Distinct model bugs in different subsystems: SwitchTransformers config construction vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43611", + "right": "issue:46402", "accept": false, - "reason": "Tokenizer BPE marker handling and FP8 inference on B200 are unrelated bugs." + "reason": "Both concern model loading, but one is a Transformers 5 base_model_prefix regression and the other is Sam3 text-encoder weights not being loaded." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch in Bark is not the same as qwen3_omni_moe feature-length helper behavior." + "reason": "Different areas: CPU offload device mismatch in bark-small vs qwen3_omni_moe feature-length computation." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "A failed image-generation test and a stale `num_return_sequences` warning are different generate-path issues." + "reason": "Import error vs version compatibility issue; no shared concrete code-path." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "CI Flash Attention test failure and a Trainer broadcast TypeError are unrelated." }, { "left": "issue:45759", "right": "issue:46512", "accept": false, - "reason": "Composite multimodal config unwrapping and stale `config.dtype` after `from_config(dtype=...)` are different constructor semantics bugs." + "reason": "Both involve from_config behavior, but one is about composite config unwrapping while the other is about stale dtype metadata." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different Qwen-related bugs: output drift between v4/v5 versus recurrent state reset in modular_qwen3_5 cache handling." + "reason": "Different model behaviors: Pegasus output drift across versions vs recurrent state reset with cache." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 text-only fine-tuning token-type defaults and a flash_attention crash on `s_aux=None` are separate issues." + "reason": "Gemma4 multimodal token-type defaults and flash_attention sink-less-model handling are separate bugs." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Both mention model/config/tokenizer behavior, but one is SwitchTransformers sparse-layer creation and the other is BigBirdTokenizer special-token registration." + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with extended vocabulary is unrelated to the category-cardinality limit error." + "reason": "LoRA/weight-tying collapse and category-cardinality limits are different failures." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Both are CI/runtime failures, but one is torch.compile+SDPA on Bamba and the other is a stale device override test in GraniteSpeech." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Both are import failures, but they concern different missing symbols/modules and different code paths." + "reason": "Bamba compile/SDPA failure is unrelated to GraniteSpeech stale device override CI behavior." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 `IndentationError` in DebertaV2 import is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Python 3.13 import/torch.jit parsing issue and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "A SwitchTransformers sparse-layer config bug and a Beit pretrained-preset legacy-field loading issue are not the same defect." + "reason": "Config-generated sparse layers and Beit preset loading with a legacy field are different problems." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "DAC latent/forward mismatch is unrelated to unexpected position-id keys in many models." + "reason": "Both are import errors, but they affect different symbols and likely different fixes." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Different model-specific device/forward bugs: unsupported feature-extractor arg versus Gemma4 PLE device mismatch." + "reason": "DAC latent mismatch and unexpected position-id keys are not the same bug." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype staleness after evaluate and a pipeline error-message regression are different concerns." + "reason": "Embedding dtype drift and pipeline error-message wording are unrelated." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Both are runtime/test failures, but Flash Attention 2 test breakage is unrelated to the Trainer `_gpu_broadcast_one` NoneType error." + "reason": "Different model/processor bugs: unsupported center arg vs device mismatch with Gemma4 PLE." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 doc example errors and BeitImageProcessorFast `reduce_labels` behavior are separate issues." - }, - { - "left": "issue:45588", - "right": "issue:45859", - "accept": false, - "reason": "Both touch offload/attention-related code, but one is a flash_attention auxiliary-state crash and the other is a Qwen3_5Moe rotary embedding CPU-offload incompatibility." - }, - { - "left": "issue:43335", - "right": "issue:45083", - "accept": false, - "reason": "Different bugs in different models: SwitchTransformers config vs qwen3_omni_moe helper output lengths." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the GraniteSpeech stale device override test." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Both involve label handling, but one drops tuple elements in gather_for_metrics while the other returns only one label in BeitImageProcessorFast." + "reason": "Docs example errors for SigLIP2 and BeitImageProcessorFast label reduction are unrelated." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Tokenizer protobuf error masking and a missing `is_falcon_mamba_ssm_available` symbol are different import/compatibility issues." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Exact same Qwen3.5 Moe `from_pretrained` regression with the same version context; 45478 is a clear duplicate of 45310." + "reason": "Checkpoint resume iterator failure and FineWeb training startup failure are not the same underlying issue." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "SwitchTransformers sparse-layer config and GraniteSpeech CI device override are unrelated." + "reason": "LayoutLMv3 error-message clarity and Trainer NoneType broadcast failure are distinct." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Chat-template tool-call crash and qwen2.5-vl video `vision_position_ids` mismatch are different bugs." + "reason": "Flash-attention s_aux handling and Qwen3_5Moe CPU-offload compatibility are separate code paths." }, { "left": "issue:43335", - "right": "issue:45593", + "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and D-FINE auxiliary-loss handling are unrelated model-specific defects." + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length helper behavior are unrelated." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "A SigLIP2 doc example failure and a broad unexpected position-id-key report are not the same underlying bug." + "reason": "BitNet packed-weight loading and a GraniteSpeech CI test issue are not the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Accepted. The summary is grounded in the packet: the cluster is described conservatively as mostly unrelated issues, and the only clearly supported duplicate pair is issue:45310 / issue:45478. The canonical choice of 45310 as the earlier report is also justified." - }, - "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 }, @@ -8832,25 +8724,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ + "issue:10000", + "issue:15354", "issue:27957", "issue:28218", - "issue:28282", - "issue:29127", "issue:29942", "issue:32090", "issue:33357", "issue:34689", "issue:35141", - "issue:36010", "issue:37428", "issue:38175", + "issue:39692", "issue:40444", "issue:42490", - "issue:43278", - "issue:43381", - "issue:43412", + "issue:43335", "issue:43526", "issue:43550", "issue:43575", @@ -8859,291 +8749,282 @@ "issue:43746", "issue:43854", "issue:43927", + "issue:44112", "issue:44360", "issue:44448", - "issue:44466", "issue:44493", "issue:44561", - "issue:44568", "issue:44779", "issue:44855", "issue:44857", "issue:44977", + "issue:44987", "issue:45072", "issue:45083", "issue:45229", - "issue:45372", - "issue:45491", - "issue:45563", - "issue:45588", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", "issue:45698", - "issue:45823", "issue:45920", "issue:46192", "issue:46209", + "issue:46234", "issue:46399" ], "soft_pairs": [ - "issue:28218|issue:35141", + "issue:45459|issue:46234", + "issue:45310|issue:45478", + "issue:43335|issue:44112", + "issue:45290|issue:45381", + "issue:43335|issue:45593", + "issue:39692|issue:44493", "issue:44448|issue:44779", + "issue:34689|issue:35141", "issue:43606|issue:44857", "issue:42490|issue:43854", "issue:44360|issue:44561", "issue:44857|issue:45072", "issue:38175|issue:44493", "issue:45920|issue:46192", - "issue:34689|issue:35141", + "issue:28218|issue:32090", + "issue:40444|issue:43526", "issue:44448|issue:44977", "issue:43701|issue:45083", "issue:44977|issue:45229", - "issue:29127|issue:32090", + "issue:29942|issue:35141", + "issue:43746|issue:46209", + "issue:32090|issue:33357", "issue:44855|issue:46399", "issue:43550|issue:45083", "issue:42490|issue:43575", "issue:43927|issue:45698", - "issue:40444|issue:43526", - "issue:29942|issue:35141", + "issue:10000|issue:15354", "issue:44561|issue:44779", "issue:27957|issue:34689", - "issue:44857|issue:45588", - "issue:44568|issue:45491", - "issue:44977|issue:45563", - "issue:28282|issue:33357", - "issue:43278|issue:43381", - "issue:45372|issue:45588", - "issue:43412|issue:45588", - "issue:36010|issue:37428", - "issue:45588|issue:45823", - "issue:43746|issue:46209", - "issue:44448|issue:44466" + "issue:37428|issue:44987" ], - "prepared_review_unit_hash": "b560186be34dc1198c063bb01ae0572db842ae8ea2357dfcceb8c68fb11b4bc7", + "prepared_review_unit_hash": "e447abb019466aaf61ef256dffaf27d7e2d8c0e44c2c3dbff5024d0307e34c46", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37462, - "estimated_input_tokens": 9366, - "estimated_eval_tokens": 18988 + "soft_pair_count": 30, + "serialized_chars": 36725, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidates are mostly superficially related but describe different bugs, models, or code paths. I would not merge any of the soft pairs as duplicates.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues. The strongest relationship is 45310/45478, which look like a likely duplicate or near-duplicate pair for the same Qwen3.5 MoE `from_pretrained` regression, but the packet alone does not prove they are an exact duplicate with high certainty.", "confidence": 0.86, - "canonical_issue_reason": "issue:45920 is the strongest umbrella report: it describes a broad v5 AutoTokenizer token-id regression affecting multiple model families, with clear user impact and active discussion.", + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier report and the titles match exactly with 45478, making it the strongest likely duplicate/near-duplicate for the Qwen3.5 MoE `from_pretrained` regression. I would not claim exact duplication from the packet alone.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best cluster anchor because it is the broadest, most representative, and most actionable issue among the set.", + "best_issue_reason": "Issue 45310 is the strongest global issue representative: it is specific, earlier, and the closest match to 45478. The evidence supports a likely duplicate/near-duplicate relationship, not a guaranteed exact same failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Both are import/utility-related, but they describe different bugs in different code paths: tokenizer error masking vs missing availability helper." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Very strong similarity: identical title, same Qwen3.5 MoE `from_pretrained` regression, and same version context. This is best treated as a likely duplicate/near-duplicate pair, though the packet alone does not prove exact identity." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs GraniteSpeech CI stale-device test failure; unrelated failures." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash vs Qwen2.5-VL vision position-id issue; different functionality and failure mode." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer configuration bug vs D-FINE auxiliary-loss behavior; no shared underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Different tokenizer spacing bug vs. embedding reinitialization bug; unrelated symptoms and fix paths." + "reason": "SigLIP2 doc example errors vs position-id key warnings; distinct issues." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related regressions, but they affect different models and behaviors; not the same concrete bug." + "reason": "Pegasus version-output mismatch vs DeepSeek tokenizer regression; different models and code paths." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision loading problem vs token-embedding reinitialization after resize; unrelated." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "CPU offload device mismatch in Bark vs. AMP/CUDA crash in LwDetr image loss; different code paths." + "reason": "CPU offload device mismatch vs AMP/CUDA loss crash; different subsystems." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Local-path slash warning vs. model loading test failure for a specific model; not the same issue." + "reason": "Local-path import warning vs GLM-4.7-Flash load failure; not the same bug." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer discussion and a v5 compatibility break from removing a helper are unrelated." + "reason": "DSA indexer architecture comment vs removal of `is_torch_fx_available`; unrelated." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype/precision, but they are distinct model failures with different triggers and fixes." + "reason": "Different numerical/mixed-precision failures in different models; not mergeable as one fix." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 vs. unexpected position-id keys; different bugs." + "reason": "SigLIP2 zero-probabilities issue vs position-id key warnings; different symptoms and likely different causes." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "A broad tokenizer regression is not the same as return_tensors being ignored when text_kwargs is passed." + "reason": "Tokenizer regression affecting many models vs `return_tensors` handling when `text_kwargs` is passed; separate API bugs." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior vs Trainer `_gpu_broadcast_one` NoneType error; no common code path." + }, + { + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Model loading failure for Llama 3.2 Vision vs. output embedding reinit after resize; different problems." + "reason": "Qwen2.5-VL iterable dataset/multi-image bug vs BEiT fast processor label reduction bug; unrelated model components." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus output mismatch and Qwen3.5 flash-attention generation failure are different model-specific regressions." + "reason": "Pegasus output differences vs Qwen3.5 flash-attention generation failure; different models and mechanisms." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Checkpoint-key mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation bug vs. multi-GPU OOM; different failure modes and causes." + "reason": "Flash-attention generation bug vs multi-GPU OOM; one is correctness, the other capacity." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash-attention test failures vs embedding reinit on resize; no shared underlying bug." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local checkpoint loading vs FP8 inference on B200; different failure modes." + }, + { + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error clarity and Trainer GPU broadcast NoneType error are unrelated." + "reason": "Trainer broadcast NoneType error vs MacOS bus error for CLIP; unrelated." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Both are import/runtime failures, but for different models and different root causes." + "reason": "Python 3.13 `torch.jit.script` parsing/IndentationError vs missing decorator registration in Qwen3.5; different code paths." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe helper behavior." + "reason": "torch.compile/SDPA issue vs feature-length helper bug; unrelated." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Import warning on local path vs. tensor-parallel OOM for Qwen2.5-57B; not the same bug." + "reason": "Import warning on slash-suffixed local path vs tensor-parallel OOM loading Qwen2-57B; different problems." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is custom token IDs lost and the other is wrong custom module loading; different serialization bugs." + "reason": "Custom token IDs lost on save/load vs wrong custom module selected after save_pretrained; both involve loading, but not the same concrete bug." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "IterableDataset multi-image finetuning failure vs. BEiT fast image processor label reduction bug; unrelated." + "reason": "German DistilBert issue vs generator expression unsupported by torch.jit.script; unrelated." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Flash Attention 2 test failures are not the same as token embedding reinitialization after resize." - }, - { - "left": "issue:44561", - "right": "issue:44779", - "accept": false, - "reason": "A removed API breaking trust_remote_code is unrelated to tokenizer output regressions." + "reason": "Missing compatibility helper breaks trust_remote_code vs DeepSeek tokenizer regression; different breakages." }, { "left": "issue:27957", "right": "issue:34689", "accept": false, - "reason": "Flash Attention 2 support for XLM-Roberta vs. Llama 3.2 Vision loading failure; different issues." - }, - { - "left": "issue:44857", - "right": "issue:45588", - "accept": false, - "reason": "Float16 AMP crash in LwDetrImageLoss vs. flash_attention s_aux=None AttributeError; different code paths." - }, - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "Tokenizer special-token regression vs. Gemma3 NaN embeddings in sliding-window attention; not the same bug." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "Generation crash with flash-attention vs. stale warning in paged generate; different severity and cause." - }, - { - "left": "issue:28282", - "right": "issue:33357", - "accept": false, - "reason": "Missing PyTorch import error vs. MacOS bus error on a CLIP model; unrelated." - }, - { - "left": "issue:43278", - "right": "issue:43381", - "accept": false, - "reason": "Embedding dtype drift in eval and gradient checkpointing being disallowed in eval are separate eval-mode problems." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma4 processor import failure vs. flash_attention sink-less AttributeError; unrelated." - }, - { - "left": "issue:43412", - "right": "issue:45588", - "accept": false, - "reason": "Executorch export issues for Gemma3n are unrelated to the flash_attention s_aux=None crash." - }, - { - "left": "issue:36010", - "right": "issue:37428", - "accept": false, - "reason": "Both are import errors, but they stem from different symbols and modules." - }, - { - "left": "issue:45588", - "right": "issue:45823", - "accept": false, - "reason": "Flash_attention crash on sink-less models vs. Gemma4 PLE device mismatch during forward; different failures." + "reason": "XLMRoberta Flash Attention 2 support vs Llama 3.2 vision model loading; different models and fixes." }, { - "left": "issue:43746", - "right": "issue:46209", - "accept": false, - "reason": "PEFT local checkpoint loading and FP8 inference on B200 are unrelated." - }, - { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "Both concern v5 behavior regressions, but one is generation output divergence and the other is tied-weight serialization; not the same bug." + "reason": "Missing flash-attention helper symbol vs generic load failure for a specific model package; too little evidence of a shared underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is reasonable, but it overstates the 45310/45478 relationship. The packet only gives a soft-similarity pair with `deterministic_accept: false`; identical titles make them look closely related, but not enough to call them an exact duplicate with high certainty. I\u2019d soften the language to \u2018likely duplicate/near-duplicate\u2019 and avoid asserting an exact same failure from the packet alone." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -9158,276 +9039,304 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ - "issue:10000", - "issue:15354", "issue:25251", - "issue:26413", "issue:29127", - "issue:29942", - "issue:30064", - "issue:31501", "issue:32090", + "issue:33290", "issue:33357", "issue:34567", "issue:39692", + "issue:41720", "issue:42490", "issue:42915", "issue:42994", "issue:43065", - "issue:43066", "issue:43278", + "issue:43329", "issue:43381", + "issue:43412", "issue:43575", "issue:43611", "issue:43653", - "issue:43701", "issue:43873", "issue:43976", "issue:43994", "issue:44186", "issue:44206", - "issue:44265", "issue:44361", - "issue:44462", + "issue:44448", + "issue:44466", "issue:44479", - "issue:44734", + "issue:44568", "issue:44743", + "issue:44857", "issue:44871", "issue:44977", "issue:45198", + "issue:45229", "issue:45245", "issue:45372", "issue:45406", "issue:45412", "issue:45440", "issue:45459", + "issue:45491", "issue:45563", + "issue:45588", "issue:45712", "issue:45803", - "issue:46121", - "issue:46369" + "issue:45823", + "issue:46121" ], "soft_pairs": [ + "issue:43278|issue:43329", + "issue:43873|issue:45229", + "issue:44857|issue:45588", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:43278|issue:43381", + "issue:43976|issue:45440", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45588|issue:45823", + "issue:45372|issue:45406", + "issue:44448|issue:44466", "issue:45198|issue:45803", "issue:25251|issue:32090", "issue:45245|issue:45563", "issue:43653|issue:44743", + "issue:32090|issue:33290", + "issue:42490|issue:43873", "issue:43065|issue:45412", - "issue:44186|issue:45198", - "issue:43611|issue:46121", + "issue:44206|issue:44479", + "issue:43065|issue:43994", "issue:44361|issue:45198", + "issue:44186|issue:45198", "issue:33357|issue:39692", - "issue:42915|issue:42994", + "issue:43611|issue:46121", "issue:29127|issue:34567", - "issue:45459|issue:45712", "issue:44871|issue:44977", - "issue:43976|issue:45440", - "issue:43278|issue:43575", - "issue:45412|issue:46369", - "issue:44206|issue:44479", - "issue:43066|issue:44462", - "issue:26413|issue:31501", - "issue:45372|issue:45459", - "issue:29942|issue:30064", - "issue:43994|issue:45412", - "issue:10000|issue:15354", - "issue:42490|issue:43873", - "issue:43381|issue:43701", - "issue:44265|issue:45198", - "issue:44734|issue:45406" + "issue:42915|issue:42994", + "issue:45459|issue:45712", + "issue:43278|issue:43575" ], - "prepared_review_unit_hash": "9f1317a31c6d1dcbb913de9366be75d3b6b0297bde976d7080da8d6f76cba8fc", + "prepared_review_unit_hash": "afa0777d3446ed206721f8bde2e81c5d8751fa58b3ae22d175ec0c6722a59569", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35780, - "estimated_input_tokens": 8945, - "estimated_eval_tokens": 18146 + "soft_pair_count": 31, + "serialized_chars": 37223, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items do not form a real duplicate cluster: they span many unrelated bugs across tokenization, training, serving, quantization, model loading, and documentation. None of the soft pairs look like the same underlying issue.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue is justified; the cluster is too heterogeneous to represent one underlying bug.", + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad vocabulary (trainer, quantization, tokenizer, Gemma/Qwen, etc.) and do not look like the same underlying bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43873 is the best anchor for the set because it is open, discussion-heavy, and has inbound references, giving it the strongest triage signal; however, it is still a specific quantization/offloading bug, not a duplicate of the other reports.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the cluster is not centered on one concrete code-path problem.", + "best_issue_reason": "issue:43873 is the strongest representative issue: it is open, well-discussed, and has the clearest cross-link signal among the candidates. It is still only a representative, not a true duplicate target for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Different models and failures: Wav2Vec2 save/tokenization issues vs Fuyu tensor conversion swallowing errors." + "reason": "Different bug paths: BF16/evaluate dtype drift vs undefined video-token helper variables." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Pipeline output shape regression and Trainer broadcast/type error are unrelated code paths." + "reason": "Both are memory/quantization themed, but one is offloading failure and the other is Gemma4 multi-GPU OOM." }, { - "left": "issue:45245", + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP crash in image loss code vs flash-attention AttributeError; unrelated components." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 device-map assert vs Gemma4 OOM; different models and failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling vs NaN embeddings in attention; different root causes." + }, + { + "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Category cardinality overflow and stale generate warning are distinct bugs." + "reason": "Generation regression vs stale warning; not the same bug." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Tokenizer special-token registration and Qwen recurrent-state reset are unrelated." + "reason": "Training/eval checkpointing guard vs embedding dtype drift; no overlap." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs RT-DETR memory leak are different problems." + "reason": "Python version compatibility vs DeepSeekMoE model divergence; unrelated." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failure do not match." + "reason": "Gemma4 processor import issue vs flash-attention crash; different code paths." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "base_model_prefix loading breakage is unrelated to rope-validation list typing." + "reason": "Executorch export guard/erfinv issue vs flash-attention None handling; unrelated." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 tokenization/save failure are different bugs." + "reason": "Same Gemma4 family, but missing _tokenizer in serve is a different concrete failure than s_aux=None in flash attention." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 documentation mistakes are not the same issue." + "reason": "Gemma4 processor import failure vs serve-time missing _tokenizer; related model family but distinct bugs." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "FP8 config failure in Qwen3MoE and quantized model saving failure involve different flows." + "reason": "Pegasus v4/v5 output difference vs lm_head.weight serialization; different regression surfaces." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "LayoutLMv3 box-info error message and TrainerState token counter bug are unrelated." + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu exception handling in tensor conversion; unrelated." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Tokenizer exception masking and leftover dummy classes are separate maintenance issues." + "reason": "Pipeline top_k nesting bug vs Trainer broadcast NoneType error; different subsystems." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Category-count runtime error vs stale generate warning; unrelated." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Python version incompatibility and DeepseekV3MoE divergence are different issues." + "reason": "BigBirdTokenizer special-token registration vs modular Qwen3_5 recurrent-state reset; different components." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "dtype drift in eval and tensor-parallel OOM are not the same underlying bug." + "reason": "Trainer NoneType broadcast error vs Adafactor+DeepSpeed OOM; both training-related but not the same failure." }, { - "left": "issue:45412", - "right": "issue:46369", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Both mention memory, but RT-DETR GC leakage and sam3-litetext overflow are distinct model/code paths." + "reason": "Local-path trailing-slash warning vs quantization offloading behavior; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d vs RT-DETR memory leak; different problems." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in feature extractor and Qwen video-input regression are unrelated." + "reason": "Feature extractor center-arg crash vs Qwen VL video regression; unrelated." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Tokenizer decoder type mismatch and AutoTokenizer ignoring tokenizer.json are different loading/tokenizer bugs." + "reason": "Dummy Conv2d cleanup vs SigLIP2 model/pipeline mismatch; different issues." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "resume_from_checkpoint epoch_iterator failure and FineWeb training not starting are not the same bug." + "reason": "MLUke tokenizer AttributeError vs Wav2Vec2 save/tokenization failure; different tokenizers and causes." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Gemma 4 processor import failure and tokenizer protobuf error masking are unrelated." + "reason": "LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save/tokenization failure; unrelated." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems." + "reason": "MacOS bus error in CLIP vs SigLIP2 docs example errors; different platforms and symptoms." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "SigLIP2 nonsense outputs and RT-DETR memory leak share nothing beyond being model bugs." + "reason": "Base_model_prefix loading regression vs rope-params JSON list TypeError; unrelated." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "DistilBertModel German issue and GeneratorExp torch.jit.script export failure are unrelated." + "reason": "LayoutLMv3 error messaging vs TrainerState token counter not updating; different features." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Local-path import warning and offloading-with-quantization failure are different behaviors." + "reason": "Gemma-3 eos_token_id mismatch vs Qwen3.5 flash-attention generation; unrelated." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure vs quantized model saving failure; both quantization-related, but different stages and code paths." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "torch.export failure with torch_compilable_check and Wav2Vec2 tokenization/save failure are unrelated." + "reason": "Tokenizer protobuf import error handling vs leftover dummy classes; unrelated." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Both are serve crashes, but one is KV-cache tensor indexing and the other is Gemma4Processor missing _tokenizer." + "reason": "BF16/evaluate dtype issue vs Qwen2-57B tensor-parallel OOM; different models and failure modes." } ] }, @@ -9449,21 +9358,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:27957", "issue:29127", "issue:29942", - "issue:32090", + "issue:30064", "issue:33357", "issue:35141", - "issue:41720", "issue:42490", "issue:42915", - "issue:43065", - "issue:43262", - "issue:43278", - "issue:43329", + "issue:43066", "issue:43334", "issue:43381", "issue:43421", @@ -9475,263 +9380,274 @@ "issue:43756", "issue:43761", "issue:43824", - "issue:43873", "issue:43931", "issue:43994", "issue:44186", - "issue:44206", + "issue:44265", "issue:44279", "issue:44387", "issue:44442", + "issue:44462", "issue:44464", + "issue:44625", "issue:44857", "issue:44977", "issue:45072", - "issue:45229", + "issue:45198", "issue:45245", "issue:45372", - "issue:45406", + "issue:45412", "issue:45440", + "issue:45459", "issue:45491", "issue:45584", "issue:45593", "issue:45834", "issue:45859", - "issue:46369" + "issue:46121", + "issue:46369", + "issue:46399" ], "soft_pairs": [ + "issue:45412|issue:46369", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:29942|issue:30064", + "issue:43994|issue:45412", + "issue:43381|issue:43701", + "issue:44265|issue:45198", + "issue:43756|issue:45440", "issue:43653|issue:44442", "issue:43421|issue:45491", - "issue:43873|issue:45229", - "issue:43065|issue:43994", "issue:27957|issue:29942", - "issue:32090|issue:33357", - "issue:43756|issue:45440", - "issue:45372|issue:45406", - "issue:43526|issue:45834", - "issue:43278|issue:43329", - "issue:41720|issue:45229", "issue:45440|issue:45593", - "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:43994|issue:46369", + "issue:43526|issue:45834", "issue:43526|issue:44186", + "issue:29127|issue:35141", + "issue:44625|issue:45584", + "issue:43824|issue:44279", + "issue:43575|issue:43701", + "issue:44442|issue:45072", + "issue:42915|issue:43931", "issue:42490|issue:43381", "issue:43575|issue:44387", "issue:43761|issue:45859", - "issue:27957|issue:33357", + "issue:46121|issue:46399", "issue:43526|issue:44857", "issue:43334|issue:43531", "issue:44977|issue:45245", - "issue:44442|issue:45072", - "issue:43994|issue:46369", - "issue:43824|issue:44279", - "issue:42915|issue:43931", - "issue:27957|issue:29127", - "issue:29127|issue:35141", - "issue:43262|issue:44206", - "issue:44464|issue:45584" + "issue:44464|issue:45491" ], - "prepared_review_unit_hash": "9956eb9981f448f98f9405a1a9a5fe575572bd9b7e75fbf6cb6f12dee5632410", + "prepared_review_unit_hash": "4390c578f2e4b089f50054e5e15f3ac720afb702086fe44f575499e20efe0ef5", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35781, - "estimated_input_tokens": 8946, - "estimated_eval_tokens": 18148 + "soft_pair_count": 30, + "serialized_chars": 36050, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated bugs across model loading, tokenizers, quantization, serving, and vision/audio processors. All soft pairs look like superficial keyword similarity rather than the same underlying bug/change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out; the cluster does not represent one duplicate thread but many unrelated issues with overlapping keywords.", + "summary": "These items are mostly unrelated Transformers issues with a few superficial topic overlaps (tokenizers, Qwen, memory, Flash Attention). None of the soft pairs look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a weak anchor, issue:43873 is the broadest and most actively discussed user-facing bug, but it does not subsume the rest of the cluster.", + "best_issue_reason": "issue:44462 is the clearest self-contained bug report: a concrete AutoTokenizer regression with a specific failure mode and likely broader impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:45412", + "right": "issue:46369", "accept": false, - "reason": "Different tokenizer problems: special-token registration vs loading a specific tokenizer class." + "reason": "Both mention memory problems, but one is RT-DETR GC/memory retention and the other is SAM3-LiteText overflow; different models and failure modes." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "One is runtime post-processor updates for special tokens; the other is NaN embeddings in Gemma3 attention." + "reason": "Both concern tokenizers, but one is a v5 decoder-type mismatch and the other is AutoTokenizer ignoring tokenizer.json; distinct bugs." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Both mention memory/OOM, but one is quantization offloading behavior and the other is multi-GPU load OOM for a specific model." + "reason": "Both are loading/import errors, but one is a mistral_common import breakage for Gemma 4 and the other is protobuf exception handling hiding tokenizer errors." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Unrelated model components: Sam3 pixel decoder dummy conv vs Siglip2 bad outputs in pipeline." + "reason": "Flash Attention 2 tests failing is unrelated to void segmentation map processing in an image processor." }, { - "left": "issue:27957", - "right": "issue:29942", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Flash Attention 2 appears in both, but one is XLM-Roberta support and the other is failing tests, not the same bug." + "reason": "Siglip2 producing wrong outputs is a model-inference bug, not the same as RT-DETR memory not being released." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Different failure modes and platforms: Trainer broadcast NoneType vs MacOS bus error on CLIP." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training/control-flow issues." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Different models and defects: Smollm3 RoPE layer count vs DeepSeekV3 implementation divergence." + "reason": "torch.export with torch_compilable_check and Wav2Vec2 save_pretrained/tokenization failures do not share the same code path." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Both touch Gemma4 loading, but one is an import dependency issue and the other is a missing processor attribute in serve." + "reason": "Smollm3 RoPE-layer loss and DeepseekV3MoE divergence are different architecture/implementation mismatches." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Different processors and code paths: Beit label reduction vs Kosmos2.5 long OCR indexing." + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are both tokenizer issues, but not the same defect." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "One is dtype drift during eval; the other is an undefined-variable bug in multimodal token counting." + "reason": "Runtime special-token post-processor updates and Whisper empty-transcription generation after align_special_tokens are related only loosely." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:27957", + "right": "issue:29942", "accept": false, - "reason": "Both are GPU memory/device issues, but the causes are unrelated: cudaErrorAssert on auto device map vs OOM in multi-GPU inference." + "reason": "XLMRoberta Flash Attention 2 support and Flash Attention 2 test failures are not the same concrete bug." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "Different model logic: DeepSeekV3 divergence vs D-FINE auxiliary loss handling." + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box error messaging and MacOS CLIP bus error are entirely different problems." + }, + { + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "Tensor-parallel load OOM and resume-from-checkpoint key mismatch are unrelated bugs." + "reason": "Wrong/nonsensical Siglip2 outputs and SAM3-LiteText memory overflow are unrelated failures." }, { "left": "issue:43526", - "right": "issue:44186", + "right": "issue:45834", "accept": false, - "reason": "Different tokenizer/processor failures affecting different tasks and code paths." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long OCR input index errors do not match." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Import-path warning and gradient-checkpointing eval-mode restriction are unrelated." + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer NER padding/truncation crash are different components." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Both are memory-related, but one is TP load OOM and the other is int4 quantization reserved-memory regression." + "reason": "LayoutLMv3 box validation messaging and embedding reinitialization after resize are unrelated." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "CLIPVision hidden-state regression and Qwen3_5 MoE CPU-offload incompatibility are different issues." + "reason": "Qwen3.5 num_labels propagation and Whisper empty transcription after token alignment are different bugs." }, { - "left": "issue:27957", - "right": "issue:33357", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Flash Attention 2 on XLM-Roberta is unrelated to a MacOS bus error with CLIP." + "reason": "Missing Qwen2.5-VL import and a generic dependency issue are not the same underlying problem." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Label-reduction bug in Beit processor vs float16 AMP crash in LwDetrImageLoss." + "reason": "Qwen2-57B-A14B-Instruct TP OOM and checkpoint key mismatch are unrelated." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Qwen3-VL missing pad_token_id and Qwen3-MoE sliding_window are distinct model bugs." + "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches affect different subsystems and code paths." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Flash-attention generation issue and category-limit RuntimeError have no shared code path." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are separate model/config issues." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Tokenizer loading failure and dtype mismatch in bfloat16 inference are unrelated." + "reason": "Import warning for local paths with trailing slash and gradient checkpointing eval-mode restrictions are not duplicates." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Different symptoms and subsystems: Siglip2 output quality vs SAM3 litetext memory overflow." + "reason": "Both mention memory/OOM, but one is TP load OOM for a specific model and the other is int4 CUDA reserved-memory regression." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Importing a missing Qwen2.5-VL class is not the same as a general transformers dependency issue." + "reason": "CLIPVision hidden_states regression and Qwen3.5 CPU-offload rotary embedding incompatibility are different regressions." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different loading problems." + "reason": "JSON-loaded list handling in rope validation and missing apply_rotary_pos_emb decorator are unrelated rope-related bugs." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Flash Attention support issue and LayoutLMv3 error-message clarity bug are unrelated." + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP crash are different image-processing/training failures." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "LayoutLMv3 error clarity and embedding reinitialization after resize are different code paths." + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issue are separate configuration/runtime problems." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Audio chat-template sampling-rate default and LASR feature-extractor unsupported arg are unrelated." + "reason": "Qwen3.5 flash-attention generation bug and category-count overflow are unrelated." }, { "left": "issue:44464", - "right": "issue:45584", + "right": "issue:45491", "accept": false, - "reason": "Chunked generation under compiled forward and Whisper empty-transcription failure after token alignment are distinct." + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings with sliding-window attention are different failure modes." } ] }, @@ -9753,26 +9669,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:27957", - "issue:28218", - "issue:32090", + "issue:29127", "issue:33290", "issue:34567", "issue:34689", - "issue:36010", + "issue:35141", "issue:42175", + "issue:42490", "issue:42796", "issue:42907", + "issue:43232", + "issue:43262", "issue:43316", "issue:43381", + "issue:43388", "issue:43493", "issue:43525", - "issue:43550", "issue:43611", "issue:43646", "issue:43720", + "issue:43723", "issue:43761", "issue:43827", "issue:43873", @@ -9780,263 +9699,260 @@ "issue:44062", "issue:44077", "issue:44079", + "issue:44188", + "issue:44206", "issue:44442", - "issue:44464", + "issue:44479", "issue:44743", "issue:44811", - "issue:44871", "issue:44898", - "issue:44964", - "issue:44977", + "issue:44987", + "issue:45003", "issue:45216", "issue:45290", "issue:45440", - "issue:45491", - "issue:45584", + "issue:45479", "issue:45588", "issue:45600", "issue:45698", - "issue:45759", "issue:45803", "issue:45907", - "issue:46121", - "issue:46234", - "issue:46399", - "issue:46421" + "issue:46178", + "issue:46234" ], "soft_pairs": [ - "issue:45588|issue:45600", + "issue:43262|issue:44206", + "issue:27957|issue:29127", "issue:27957|issue:33290", "issue:44743|issue:44811", + "issue:45588|issue:45600", "issue:43646|issue:44077", - "issue:44977|issue:45584", - "issue:28218|issue:32090", + "issue:33290|issue:34689", + "issue:33290|issue:35141", "issue:33290|issue:34567", "issue:44062|issue:45907", - "issue:44464|issue:45491", "issue:43381|issue:43873", "issue:44442|issue:44898", - "issue:46121|issue:46399", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:43761|issue:44079", + "issue:42175|issue:46234", + "issue:42490|issue:44743", "issue:43316|issue:43525", - "issue:44964|issue:45440", "issue:34689|issue:43611", - "issue:32090|issue:33290", "issue:43720|issue:44442", + "issue:43232|issue:43388", "issue:43931|issue:45216", - "issue:34689|issue:36010", + "issue:43761|issue:44188", + "issue:44077|issue:44479", "issue:43493|issue:43827", - "issue:43550|issue:44743", "issue:42907|issue:45698", "issue:44442|issue:45803", - "issue:43761|issue:44079", "issue:42796|issue:45290", - "issue:42175|issue:46234", - "issue:43873|issue:44871", - "issue:43316|issue:45759", - "issue:44464|issue:46421" + "issue:44987|issue:46178" ], - "prepared_review_unit_hash": "6af06a55e66cccd128fa28bafa10da18f6ffd8eaf9e2e3ede804436c6d52fc5c", + "prepared_review_unit_hash": "f72f3311db0082962a8e7c74cfa28deacfa61a42a3b1f60ea8a857ce4a307b3e", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36453, - "estimated_input_tokens": 9114, - "estimated_eval_tokens": 18484 + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a heterogeneous mix of unrelated issues; none of the soft pairs look like true duplicates or the same underlying bug/change. If forced to pick a representative issue, the save/load-related \"from_pretrained loads wrong custom module after save_pretrained\" is the broadest hub, but there is no real canonical duplicate cluster here.", - "confidence": 0.93, - "canonical_issue_reason": "No clear duplicate cluster exists; if a single issue must represent the set, issue 45698 is the most broadly relevant and active (highest discussion/inbound activity among the more general framework issues).", + "summary": "These issues are mostly unrelated single-bug reports across different models and subsystems, so none of the soft candidate pairs looks like a true duplicate. The broadest representative issue here is the save/load regression in issue:45698.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the broadest, most reusable representative in this set: a high-discussion, cross-cutting from_pretrained/save_pretrained bug with inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best single representative because it has broad save/load impact, active discussion, and inbound references, but it should be treated as a standalone issue rather than a duplicate canonical.", + "best_issue_reason": "issue:45698 best fits as the cluster representative because it is broad, actionable, and already shows strong user impact/engagement.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45588", - "right": "issue:45600", + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different audio-related failures: chat-template sampling-rate defaulting vs an unsupported `center` argument in `LasrFeatureExtractor`." + }, + { + "left": "issue:27957", + "right": "issue:29127", "accept": false, - "reason": "Different bugs: one is a flash-attention crash on sink-less models, the other is stale auto_mappings references breaking CI." + "reason": "Unrelated models and bugs: Flash Attention 2 support for XLM-Roberta vs a LayoutLMv3 error-message clarity issue." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Unrelated topics: Flash Attention 2 support for XLMRoberta vs Adafactor OOM in DeepSpeed." + "reason": "Different code paths: Flash Attention support vs DeepSpeed/Adafactor OOM." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different code paths and symptoms: recurrent state reset in Qwen3.5 modular code vs Whisper batch_decode token skipping." + "reason": "Different generation/audio issues: Qwen recurrent-state reset vs Whisper `batch_decode()` skipping special tokens." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "One is a flash-attention crash on `s_aux=None`; the other is an auto-mapping reference to removed configs." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Both touch initialization, but 44077 is a specific patchtsmixer post_init policy issue while 43646 is a broader Transformers 5 custom model init regression; not the same concrete bug." + "reason": "Both involve model initialization, but the concrete failures differ: custom model init regression vs `patchtsmixer` allowing optional `post_init`." }, { - "left": "issue:44977", - "right": "issue:45584", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Different models and failures: Qwen3.5 flash-attention generation issue vs Whisper empty-transcription/alignment failure." + "reason": "OOM in optimizer/deepspeed is unrelated to a model-loading regression for Llama 3.2 Vision." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer added-space bug vs Trainer/_gpu_broadcast_one NoneType type error are unrelated." + "reason": "Different problems: optimizer memory blowup vs output embedding reinitialization after resizing token embeddings." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "Different subsystems: DeepSpeed/Adafactor memory issue vs TrainerState token counting not updating." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken special-arg duplication is unrelated to list_repo_files revision forwarding." - }, - { - "left": "issue:44464", - "right": "issue:45491", - "accept": false, - "reason": "Both are generation/attention regressions, but they affect different models and concrete failure modes; not mergeable as one fix." + "reason": "Tokenizer `AddedToken(..., special=...)` argument duplication is unrelated to `list_repo_files` not forwarding `revision`." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to offloading with quantization." + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors with different code paths." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Different model families and failures: FastSpeech2Conformer tokenizer load vs Perceiver interpolation on non-default resolution." - }, - { - "left": "issue:46121", - "right": "issue:46399", - "accept": false, - "reason": "ROPE validation TypeError and Qwen3.5 kernel-registration decorator error are unrelated." + "reason": "AutoTokenizer loading a speech tokenizer is unrelated to Perceiver image-classification resizing failures." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Both concern config APIs, but one is a Gemma3TextConfig discrepancy and the other is a missing pad_token_id on Llama4Config; not the same bug." + "reason": "Unsafe `sys.modules` access in modeling utils is unrelated to DeepSeekV3MoE implementation divergence." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "Different model-loading/divergence issues for different architectures; no shared concrete code-path." + "reason": "Tokenizer loading in v5 is unrelated to the zero-loss classification bug when `num_labels=1`." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Both are loading regressions, but one is a specific Llama 3.2 Vision failure and the other is a base_model_prefix loading change in Transformers 5." + "reason": "CLIP hidden-states regression and `ModelOutput` key assignment are different bugs." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "NoneType broadcast error is unrelated to DeepSpeed Adafactor OOM." + "reason": "Backend packaging for TensorFlow in extras is unrelated to a missing `is_falcon_mamba_ssm_available` import utility." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "BitNet accelerate-loading/unpacking bug is unrelated to tokenizer loading for FastSpeech2Conformer." + "reason": "Local-path import warning and Qwen recurrent-state reset are unrelated." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch on load is different from Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Both are config/API mismatches, but they affect different models and different missing attributes, so not the same bug." }, { "left": "issue:34689", - "right": "issue:36010", + "right": "issue:43611", "accept": false, - "reason": "Different regressions: Llama 3.2 Vision model loading vs GenerationMixin import path change." + "reason": "Both are loading regressions, but they stem from different compatibility breaks and different model classes." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing removed pipeline() APIs." + "reason": "BitNet packed-weight loading is unrelated to a tokenizer loading failure." }, { - "left": "issue:43550", - "right": "issue:44743", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is not the same as recurrent cache state reset in Qwen3.5 modular code." + "reason": "Generation kwargs syncing and metrics-label gathering are different distributed-training issues." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Both involve save/load behavior, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained; different failure modes." + "reason": "Weight-shape mismatch on loading a model is unrelated to an incorrect checkpoint saved by `save_pretrained`." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Tokenizer load failure and bare-except swallowing errors in Fuyu batch conversion are unrelated." + "reason": "A CLIP forward-output regression is unrelated to attention-kernel divergence under `torch.compile`." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Hidden_states not returned in CLIPVisionModel.forward is not the same as ModelOutput key assignment when previous value was None." + "reason": "`post_init` policy in one model is unrelated to the video-input regression in Qwen variants." }, { - "left": "issue:42796", - "right": "issue:45290", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Tokenizer BPE-marker handling and chat-template tool-call crashes are different tokenizer subsystems and bugs." + "reason": "SigLIP2 implementation drift is unrelated to stale docs referencing removed pipelines." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Packaging backend omission for TensorFlow is unrelated to a missing import_utils availability helper." + "reason": "Both touch save/load behavior, but one is dequantized model saving and the other is wrong module resolution on load; different underlying bugs." }, - { - "left": "issue:43873", - "right": "issue:44871", + { + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id configuration inconsistency." + "reason": "Tokenizer loading and a bare-except swallowing errors in Fuyu tensor conversion are unrelated." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:42796", + "right": "issue:45290", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Qwen multimodal text_config unwrapping are different config-handling bugs." + "reason": "Ministral BPE-marker handling and chat-template tool-call crashes are different tokenizer/chat-template bugs." }, { - "left": "issue:44464", - "right": "issue:46421", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "Compiled-forward generation inconsistency and cache lazy initialization causing recompilation are related to compilation, but they are distinct bugs and not plausibly one PR." + "reason": "A v5 model-loading regression is unrelated to the missing `tensorflow_text` backend mapping error." } ] }, @@ -10058,15 +9974,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ + "issue:16998", + "issue:22355", "issue:25251", "issue:27957", "issue:28282", "issue:32090", - "issue:33290", - "issue:34689", - "issue:35141", "issue:42175", "issue:42617", "issue:43295", @@ -10075,251 +9990,267 @@ "issue:43550", "issue:43575", "issue:43606", - "issue:43611", "issue:43643", "issue:43650", "issue:43701", "issue:43716", "issue:43742", - "issue:43761", + "issue:43749", "issue:43825", + "issue:43873", "issue:43931", "issue:44077", - "issue:44188", + "issue:44162", "issue:44190", - "issue:44479", + "issue:44464", "issue:44496", "issue:44514", - "issue:44568", + "issue:44534", "issue:44610", + "issue:44792", "issue:44855", "issue:44871", "issue:44913", - "issue:44987", "issue:45137", - "issue:45479", + "issue:45584", "issue:45632", + "issue:45759", "issue:45803", - "issue:46178", "issue:46202", "issue:46234", "issue:46291", "issue:46365", "issue:46369", - "issue:46424" + "issue:46421", + "issue:46424", + "issue:46506" ], "soft_pairs": [ - "issue:43761|issue:44188", + "issue:43873|issue:44871", + "issue:43749|issue:43931", + "issue:44464|issue:46421", + "issue:43316|issue:45759", + "issue:43701|issue:46506", "issue:44190|issue:44496", - "issue:44987|issue:46178", - "issue:44855|issue:45137", "issue:43643|issue:44913", + "issue:44855|issue:45137", "issue:46234|issue:46291", - "issue:44568|issue:45479", - "issue:44077|issue:44479", "issue:43295|issue:43825", - "issue:43611|issue:43931", - "issue:45632|issue:46424", "issue:25251|issue:28282", - "issue:33290|issue:34689", "issue:43550|issue:43701", "issue:42617|issue:43575", "issue:43606|issue:43701", - "issue:33290|issue:35141", "issue:43575|issue:43742", + "issue:45632|issue:46424", + "issue:16998|issue:22355", "issue:27957|issue:32090", "issue:44610|issue:46369", "issue:43316|issue:43716", "issue:43650|issue:46202", - "issue:42175|issue:43316", "issue:43295|issue:44871", + "issue:42175|issue:43316", "issue:45803|issue:46365", - "issue:43540|issue:44514" + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:44871|issue:45584", + "issue:44077|issue:44534" ], - "prepared_review_unit_hash": "8976a10ec08d6d4688efb5ddb6d227e050a260763761ecb891694b2a8f5aa1fc", + "prepared_review_unit_hash": "5d1d827b1a8b499660065f703959ebaffd806d19b9ca57c012e4369086fe39a0", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34996, - "estimated_input_tokens": 8749, - "estimated_eval_tokens": 17754 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35795, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the soft pairs share broad Transformers/regression language, but they do not look like the same underlying bug or change. I did not find any true duplicate pairs.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 43825 is the broadest user-facing regression here and has outbound/inbound discussion around a v5 pipeline behavior break, so it is the best representative anchor for this mixed set.", + "summary": "These issues are mostly unrelated Transformers bugs spanning configs, loading, generation, distributed training, and multimodal processors. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates. The best representative issue is the detailed, open quantization/offloading report.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43873 is the most broadly relevant and actionable report in this set: it is open, detailed, and centered on a concrete offloading/quantization failure with clear repro context.", "canonical_pr_reason": null, - "best_issue_reason": "43825 is the most generic, widely relevant bug report in the set; the rest are mostly model- or backend-specific edge cases.", + "best_issue_reason": "#43873 is the strongest standalone issue to represent the cluster because it has substantial discussion, clear impact, and a specific reproducible code-path problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43761", - "right": "issue:44188", - "accept": false, - "reason": "Different bugs: CLIPVision hidden_states regression vs attention-kernel divergence under torch.compile." - }, - { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Local dataset loading failure in a script vs unrecognized model/config.json loading error." + "reason": "Different problems: quantized offloading behavior vs Gemma eos_token_id config inconsistency." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Model-loading regression for a specific repo vs backend mapping error for tensorflow_text; different root causes." + "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is a Qwen3-VL weight-shape mismatch." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:44464", + "right": "issue:46421", "accept": false, - "reason": "Python 3.13 import/parsing issue in DebertaV2Model vs DeepSpeed ZeRO3 deque underflow." + "reason": "Chunked generation output inconsistency and chunked-prefill recompilation are related settings but not the same bug path." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Missing fields with trust_remote_code vs GPTNeoX rotary_pct not persisting on reload; distinct config problems." + "reason": "Both concern config API behavior, but one is a Gemma3TextConfig discrepancy and the other is unwrapping text_config for composite Qwen configs." }, { - "left": "issue:46234", - "right": "issue:46291", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "Missing helper in import_utils vs kernels dependency/version requirement when importing pipelines." + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." }, { - "left": "issue:44568", - "right": "issue:45479", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Tokenizer special-token behavior vs degenerate zero-loss sequence-classification bug; unrelated code paths." + "reason": "Local dataset loading failure in a script is unrelated to an unrecognized model/config.json error." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "PatchTSTMixer post_init API restriction vs Qwen video-input regression; not the same issue." + "reason": "Both involve config persistence, but trust_remote_code field loss is a different issue from GPTNeoXConfig rotary_pct reloading correctly." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Both are regressions, but one is processor/tokenizer access while the other is pipeline task messaging; different code paths." + "reason": "Python 3.13 torch.jit parsing error and DeepSpeed ZeRO3 deque underflow are separate failures." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:46234", + "right": "issue:46291", "accept": false, - "reason": "Base model prefix loading breakage vs Qwen3-VL weight-shape mismatch; different loading failures." + "reason": "Missing import_utils symbol is unrelated to kernels v0.15 breaking transformers.pipelines import." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "trust_remote_code cache-path collision vs max_cache_length behavior limited to Quantized Cache." + "reason": "Processor/tokenizer regression in v4.57.5 is not the same as a pipeline v5 translation-task error message issue." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output nesting bug vs missing PyTorch import error for AutoModel; unrelated." - }, - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "DeepSpeed/Adafactor OOM vs Llama 3.2 Vision loading regression; different failure modes." + "reason": "top_k output nesting in pipelines is unrelated to an ImportError about missing PyTorch." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile SDPA failure vs resume_from_checkpoint key mismatch; no shared underlying bug." + "reason": "torch.compile/SDPA failure for Bamba is unrelated to checkpoint resume key mismatch." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution failure vs tensor-parallel load OOM; different problems." + "reason": "3d_parallel.py startup failure and Qwen2 tensor-parallel OOM are different parallelism problems." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch vs resume_from_checkpoint key mismatch; unrelated." + "reason": "CPU offload device mismatch in bark-small is unrelated to resume_from_checkpoint key handling." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "OOM in deepspeed/Adafactor vs output embedding reinitialization after resize; distinct bugs." + "reason": "Tensor-parallel OOM and MobileLLM key error are distinct model-loading failures." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "trust_remote_code cache path collisions are unrelated to cache max length being honored only for quantized cache." + }, + { + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Tensor-parallel OOM vs key error while loading a model; different root causes." + "reason": "Model max length behavior for DeBERTa-V3 has nothing to do with missing transformers.onnx." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 support issue vs Trainer broadcast NoneType error; not the same bug." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer NoneType broadcast error." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "Processor output size mismatch vs memory overflow in sam3-litetext; unrelated." + "reason": "Processor image-size mismatch and SAM memory overflow are different model/runtime issues." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs Mistral-3 image-preprocessor dtype mismatch; different model-specific issues." + "reason": "Composite config API discrepancy and image-preprocessor dtype mismatch are not the same bug." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "Placeholder/body-only issue vs Gemma pipeline roundtrip failure; no meaningful overlap." + "reason": "Placeholder issue title and Gemma pipeline roundtrip failure are unrelated." }, { - "left": "issue:42175", - "right": "issue:43316", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Packaging/backend availability issue vs Gemma3TextConfig API discrepancy; different layers." + "reason": "Processor/tokenizer regression is unrelated to Gemma eos_token_id list-vs-scalar inconsistency." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "Processor/tokenizer regression vs eos_token_id config inconsistency; related theme but separate bugs." + "reason": "Packaging backend selection is unrelated to a config API discrepancy." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors in Fuyu conversion vs Trainer import broken by datasets; unrelated." + "reason": "Bare except swallowing errors in Fuyu processing is unrelated to importing Trainer failing because of datasets." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video-input processing failure in Qwen3OmniMoe vs batched apply_chat_template padding crash; different processor code paths." + "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to batched apply_chat_template crashing with padding=False." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 being broken and a janus generate-images test failure are different model/test issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to Whisper empty transcription generation after align_special_tokens." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to non-persistent buffers being filled with junk in v5." } ] }, @@ -10341,46 +10272,47 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ + "issue:35141", "issue:41950", + "issue:42490", "issue:43065", - "issue:43232", "issue:43388", "issue:43404", "issue:43441", "issue:43452", "issue:43475", "issue:43504", + "issue:43525", + "issue:43531", "issue:43572", "issue:43646", "issue:43673", - "issue:43701", + "issue:43688", "issue:43761", - "issue:43827", - "issue:43994", - "issue:44077", - "issue:44162", + "issue:43931", + "issue:44060", "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:45381", + "issue:45406", "issue:45542", + "issue:45563", "issue:45584", - "issue:45588", "issue:45600", "issue:45698", "issue:45803", @@ -10388,242 +10320,235 @@ "issue:46170", "issue:46178", "issue:46234", - "issue:46421", - "issue:46506" + "issue:46369", + "issue:46421" ], "soft_pairs": [ - "issue:44162|issue:44792", - "issue:44871|issue:45584", + "issue:43065|issue:44617", "issue:45803|issue:46170", - "issue:41950|issue:43475", "issue:44871|issue:46050", + "issue:41950|issue:43475", "issue:43404|issue:43441", "issue:43646|issue:44913", - "issue:43701|issue:46506", "issue:43452|issue:44496", + "issue:43761|issue:44479", "issue:45127|issue:45200", - "issue:43065|issue:44617", + "issue:43388|issue:43688", + "issue:43673|issue:44743", "issue:43572|issue:46178", - "issue:43761|issue:44479", "issue:43504|issue:45698", "issue:45542|issue:46234", - "issue:43232|issue:43388", - "issue:44077|issue:44534", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:43673|issue:46421", + "issue:43525|issue:43531", "issue:44792|issue:44977", + "issue:45381|issue:46369", + "issue:43931|issue:44060", "issue:43761|issue:44242", - "issue:43673|issue:46421", "issue:44792|issue:45600", + "issue:45563|issue:45584", "issue:44190|issue:44964", "issue:44534|issue:44913", - "issue:43673|issue:44743", - "issue:44617|issue:45584", - "issue:44479|issue:44734", - "issue:43827|issue:43994", - "issue:44855|issue:45588", - "issue:43065|issue:44610" + "issue:35141|issue:42490", + "issue:44479|issue:44734" ], - "prepared_review_unit_hash": "690dd1d9c734d4d370daca7c6bc87b53160e7d87356c1fe787ed41de64d07932", + "prepared_review_unit_hash": "f1886b81d3bd8ecdd77ce9d42309f2a1ab9e448508b5aec66b6845118bd4b840", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35983, - "estimated_input_tokens": 8996, - "estimated_eval_tokens": 18248 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36288, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "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 bugs/regressions. A few items share broad themes like loading, generation cache, or v5 migration issues, but they do not look like the same underlying bug and should not be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45698 is the broadest and most actively discussed representative: it\u2019s an open, high-traffic save/load regression around custom modules, which is a common user-facing failure mode in this cluster.", + "summary": "This cluster is not a duplicate set; it contains many unrelated Transformers issues across model loading, configs, generation, vision/video, SAM3, and backend/import paths. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best single representative because it is open, high-activity, and describes a broadly impactful model loading regression rather than a narrow model-specific edge case.", + "best_issue_reason": "No single issue is a good canonical representative because the cluster is heterogeneous and the soft pairs are mostly false positives across different subsystems and models.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44162", - "right": "issue:44792", - "accept": false, - "reason": "Both are impactful model bugs, but one is about ESM2 behavior and the other is a janus image-generation test failure; different models and code paths." - }, - { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Both mention token/eos handling, but one is a Gemma config mismatch and the other is Whisper empty-transcription generation after token alignment; not the same bug." + "reason": "Both are SAM3-related, but one is about a dummy Conv2d in Sam3PixelDecoder while the other is a CUDA OOM in Sam3Video; different failure modes and code paths." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Completely different failures: Fuyu tensor conversion error handling vs Windows/ROCm distributed import issues." + "reason": "Unrelated bugs: one is a broad bare-except in FuyuBatchFeature tensor conversion, the other is a Windows ROCm import/dependency issue involving torch.distributed." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:44871", + "right": "issue:46050", "accept": false, - "reason": "Different SAM3 problems: pipeline processor lookup vs a missing vision encoder output attribute." + "reason": "Different problems: Gemma eos_token_id config inconsistency versus quantized model save/load breakage after sinq." }, { - "left": "issue:44871", - "right": "issue:46050", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "One is an eos_token_id config inconsistency; the other is quantized model save/load breakage after sinq. Different underlying issues." + "reason": "Video-classification processor lookup and Sam3VisionEncoderOutput missing attribute are separate bugs in different pipelines/components." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Related model family, but one is weight tying in Mistral3 and the other is FlashAttention runtime failure in Ministral-3; distinct code paths." + "reason": "Mistral3 tied lm_head weights and Ministral-3 FlashAttention failure are distinct model-specific issues with different root causes." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "A broad custom-init regression vs a specific GPTNeoX config reload defaulting issue; not the same bug." + "reason": "General custom model initialization regression is not the same as GPTNeoX rotary_pct resetting on reload; one is broad, the other is a specific config field persistence bug." }, { - "left": "issue:43701", - "right": "issue:46506", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA numerical divergence in PPDocLayoutV3." + "reason": "GGUF loading failures for tokenizer/model APIs are different from an unrecognized-model config missing model_type." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Both concern loading, but one is gguf_file handling in from_pretrained and the other is missing model_type in config.json; different root causes." + "reason": "CLIPVisionModel hidden_states regression is unrelated to the Qwen2.5/3/3.5 video input regression." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge with extended vocab/tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "LoRA merge with extended vocabulary on tied embeddings is a different change path from Gemma 4 mm_token_type_ids defaulting behavior." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Both SAM3-related, but one is a dummy Conv2d placeholder and the other is an OOM report; not the same change or bug." + "reason": "One is batch gathering dropping tuple labels; the other is auxiliary loss normalization in MoE models. Different training-time bugs." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "StableLm pad_token_idx config regression is unrelated to backend mapping errors for tensorflow_text." + "reason": "Missing GenerationMixin cache in v5.0.0 during chunked prefill is not the same as recurrent states resetting when seq_len>1." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Different models and symptoms: CLIPVision hidden_states regression vs Qwen video-input regression." + "reason": "StableLmConfig missing pad_token_idx and a backend registry error for tensorflow_text are unrelated configuration/import issues." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both involve loading, but one is a legacy BEiT preset field and the other is wrong custom-module resolution after save/load; distinct defects." + "reason": "Legacy field handling for Beit preset loading is separate from from_pretrained selecting the wrong custom module after save_pretrained." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection and missing is_falcon_mamba_ssm_available are different import-utils/backend availability bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serving KV-cache continuation tensor indexing and Gemma4Processor missing _tokenizer are separate serve failures with different causes." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/chunked prefill, but one is missing GenerationMixin cache and the other is lazy cache initialization causing recompilation; different bugs and fixes." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "TensorFlow backend detection with tensorboard installed is unrelated to missing import_utils availability helper." + "reason": "Llama4Config missing pad_token_id is not the same as Qwen3-MoE sliding_window behavior." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Generation kwargs sync issue vs metric gathering dropping tuple labels; different subsystems and failure modes." + "reason": "A failed janus image-generation test is not the same as Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:45381", + "right": "issue:46369", "accept": false, - "reason": "PatchTSMixer post_init API restriction is unrelated to non-persistent buffer initialization corruption." + "reason": "Qwen2.5-VL video position ids regression and SAM3-LiteText memory overflow are unrelated model-specific issues." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Janus test failure with image generation is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "Weight shape mismatch in Qwen3-VL-30B-A3B is a load-time incompatibility, while the Qwen3-Next issue is an incorrect tied-weights warning tying the wrong parameters." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states bug and router load-balancing loss omission are separate issues in different model paths." + "reason": "CLIPVisionModel hidden_states regression and missing load-balancing loss when output_router_logits=False are unrelated code paths." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Both mention chunked prefill/cache, but one is a missing cache regression in generation and the other is spurious recompilation from lazy cache init; related theme, not the same concrete bug." + "reason": "A janus generate-images test failure and stale auto_mappings references to removed Sam3LiteText configs are not the same issue." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Janus image-generation test failure is unrelated to auto_mappings references to removed Sam3LiteText configs." + "reason": "Paged generate stale warning about num_return_sequences is unrelated to Whisper empty transcription failure." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to Phi-4 multimodal model loading failures." + "reason": "Local dataset loading in a training script and loading a multimodal model preset are different loading paths with different causes." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 is not the same as GPTNeoX rotary_pct not persisting on reload." - }, - { - "left": "issue:43673", - "right": "issue:44743", - "accept": false, - "reason": "Both are cache-related, but one is chunked_prefill cache initialization and the other is recurrent state reset in modular_qwen3_5; different mechanisms." + "reason": "Non-persistent buffers filled with junk and GPTNeoX rotary_pct reloading are different persistence bugs." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "SAM3 video OOM and Whisper empty-transcription failure are unrelated." + "reason": "Token embedding resizing reinitialization and import warning for local model paths ending with a slash are unrelated." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Both are generation regressions, but they affect different stacks: video-input Qwen models vs transformers serve KV-cache continuation indexing." - }, - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs with AutoModel/pipeline are different issues." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 indentation/script parsing issue is unrelated to flash_attention s_aux=None crashes." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "SAM3 pixel decoder placeholder vs OmDet-Turbo processor/model input-size mismatch; different models and fixes." + "reason": "Qwen video input regression and serve KV-cache continuation indexing crash are separate regressions in different subsystems." } ] }, @@ -10645,30 +10570,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:25251", "issue:27957", - "issue:35141", - "issue:36246", - "issue:41628", "issue:41720", - "issue:42490", + "issue:42796", + "issue:43065", "issue:43116", "issue:43295", "issue:43335", - "issue:43404", "issue:43540", "issue:43550", "issue:43644", - "issue:43931", + "issue:43827", "issue:43976", - "issue:44060", + "issue:43994", "issue:44077", "issue:44112", "issue:44190", "issue:44462", + "issue:44464", "issue:44521", + "issue:44610", "issue:44617", "issue:44734", "issue:44737", @@ -10676,31 +10600,35 @@ "issue:44855", "issue:44877", "issue:44913", + "issue:44933", "issue:44938", "issue:45127", - "issue:45216", "issue:45245", "issue:45276", "issue:45357", + "issue:45362", "issue:45381", "issue:45542", + "issue:45563", "issue:45584", + "issue:45588", "issue:45600", "issue:45632", "issue:45803", "issue:45907", - "issue:46082", - "issue:46121", "issue:46234", "issue:46369", - "issue:46421", "issue:46489" ], "soft_pairs": [ + "issue:43827|issue:43994", + "issue:44855|issue:45588", + "issue:43065|issue:44610", "issue:41720|issue:45245", - "issue:43931|issue:44060", - "issue:45381|issue:46369", - "issue:35141|issue:42490", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:44617|issue:46369", + "issue:44521|issue:45381", "issue:43644|issue:44913", "issue:43976|issue:44855", "issue:43550|issue:44190", @@ -10709,225 +10637,207 @@ "issue:43540|issue:44734", "issue:25251|issue:27957", "issue:44779|issue:46489", - "issue:44617|issue:46369", "issue:43335|issue:44190", - "issue:45632|issue:46234", "issue:44462|issue:45907", + "issue:42796|issue:44521", + "issue:45632|issue:46234", "issue:44112|issue:45600", "issue:44737|issue:45803", "issue:43116|issue:44190", "issue:44938|issue:45542", - "issue:44521|issue:45381", "issue:43295|issue:45276", - "issue:45276|issue:45584", - "issue:36246|issue:41628", - "issue:45632|issue:46421", - "issue:43404|issue:45216", - "issue:45245|issue:45584", - "issue:46082|issue:46121" + "issue:45276|issue:45584" ], - "prepared_review_unit_hash": "97d94dbf980eb2d1a6653e9b34d71b4630c9b23d06ef105f2b4abfcb91934d4b", + "prepared_review_unit_hash": "55e79cef42957a06384917f4a831f6f56f29515874943817fadbca7c47ab182f", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36388, - "estimated_input_tokens": 9097, - "estimated_eval_tokens": 18450 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34849, + "estimated_input_tokens": 8713, + "estimated_eval_tokens": 17682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab-bag of unrelated Transformers issues. The only soft pair that looks like the same underlying bug is the DeepSeek tokenizer regression in v5 (44779/46489); the rest are different code paths or model-specific failures.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 44779 is the best representative of the one plausible duplicate cluster: it describes the broad DeepSeek tokenizer regression in v5, which 46489 narrows to a specific DeepSeek-Coder v1 gap in the same fix path.", + "summary": "Mostly unrelated issue set; only the two DeepSeek tokenizer regressions look like the same underlying v5+ tokenizer bug. No PRs are present in the cluster.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44779 is the broader DeepSeek tokenizer regression report, while issue:46489 is a narrower follow-up that explicitly identifies a gap in PR #44801's fix; together they describe the same tokenizer breakage on v5+.", "canonical_pr_reason": null, - "best_issue_reason": "44779 is the strongest global issue candidate because it is the broader, earlier report for the only clearly related duplicate pair and has the most general framing of the tokenizer regression.", + "best_issue_reason": "issue:44779 is the best anchor for the duplicate set because it states the general regression clearly and can subsume the more specific DeepSeek-Coder v1 follow-up.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs/pipeline-removal reference issue vs a model/pipeline output-quality bug; different underlying problems." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import/IndentationError in DebertaV2 vs flash-attention crash on sink-less models; unrelated code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv vs OmDet-Turbo processor/model image-size mismatch; not the same bug." + }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Different problems: Qwen3 auto device mapping CUDA assert vs an unrelated category-limit/runtime error." + "reason": "CUDA assert during auto device mapping vs category-count limit error; different failure modes and causes." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Different code paths: model load shape mismatch vs incorrect tied-weights warning in Qwen3-Next." + "reason": "Missing/nonexistent import from image_utils vs Qwen3.5 chat crash; unrelated." }, { - "left": "issue:45381", + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch vs stale warning for num_return_sequences; not the same concrete bug." + }, + { + "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Different failures: wrong vision position ids in Qwen2.5-VL video input vs memory overflow in sam3-litetext." + "reason": "OOM in Sam3Video vs memory overflow in sam3-litetext; same family name but different model and scenario." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "One is embedding reinitialization after resize_token_embeddings; the other is a local-path import warning. Not the same bug." + "reason": "apply_chat_template assistant mask bug vs Qwen2.5-VL video vision_position_ids bug; different multimodal logic." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both are config/state handling issues, but one concerns non-persistent buffers and the other rotary_pct reload behavior; not the same defect." + "reason": "Non-persistent buffer junk initialization vs GPTNeoXConfig reload resetting rotary_pct; unrelated." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Unrelated environment/parser failures: Python version support issue vs IndentationError from torch.jit.script parsing." + "reason": "Python version support/load failure vs Python 3.13 parsing/import error; different issues." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Different subsystems and symptoms: torch.compile SDPA failure vs dataset loading in an example script." + "reason": "Bamba torch.compile/SDPA failure vs example script dataset loading problem; unrelated." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Both mention config validation, but they target different models and different validation rules." + "reason": "Optional post_init restriction vs strict config loading for granite_speech; both config-related but not the same bug." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Different model families and bugs: LoRA/extended-vocab collapse vs incorrect visual encoder keys on save_pretrained." + "reason": "LoRA merge with tied embeddings collapse vs incorrect visual encoder keys on save_pretrained; different code paths." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different runtime paths: Qwen3OmniMoe video processing error vs transformers serve KV-cache continuation indexing." + "reason": "Qwen3OmniMoe video input ValueError vs serve KV-cache continuation tensor indexing crash; unrelated." }, { "left": "issue:25251", "right": "issue:27957", "accept": false, - "reason": "No shared bug: pipeline top_k nesting issue vs XLMRoberta Flash Attention 2 support problem." + "reason": "Pipeline top_k nesting bug vs XLMRoberta Flash Attention 2; no shared underlying change." }, { "left": "issue:44779", "right": "issue:46489", "accept": true, - "reason": "Same underlying bug: DeepSeek tokenizer output is wrong in Transformers v5; 46489 is a specific follow-up/gap in the earlier fix." + "reason": "Both report the same DeepSeek tokenizer regression on transformers v5+; 46489 is a narrower follow-up to PR #44801's incomplete fix." }, { - "left": "issue:44617", - "right": "issue:46369", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Both are SAM3-related memory issues, but one is CUDA OOM for Sam3Video and the other is memory overflow for sam3-litetext; not clearly the same bug." + "reason": "SwitchTransformers sparse-layer config bug vs image-classification dataset loading failure; unrelated." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Completely different areas: SwitchTransformers sparse-layer config vs example script dataset loading." + "reason": "AutoTokenizer ignoring tokenizer.json vs list_repo_files revision forwarding; different APIs and bugs." }, { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Different import/cache issues: trust_remote_code cache path collision vs missing import_utils availability helper." + "reason": "Ministral tokenizer BPE-marker handling vs multimodal assistant-mask generation; unrelated." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:45632", + "right": "issue:46234", "accept": false, - "reason": "Both involve repository utilities, but one is tokenizer loading ignoring tokenizer.json and the other is list_repo_files revision forwarding." + "reason": "Local-model cache-path collision vs missing import_utils helper; unrelated." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI-related, but they stem from different regressions in different files/models." + "reason": "GraniteSpeech stale CI test vs Sam3LiteText auto_mappings CI break; both touch CI, but not the same underlying issue." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "Unrelated bugs: XLNet CPU allocation in relative positional encoding vs bare except swallowing errors in FuyuBatchFeature." + "reason": "XLNet device-placement bug vs bare-except error swallowing in FuyuBatchFeature; unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and failure modes: multi-label classification output issue vs image-classification dataset loading." + "reason": "Multi-label classification example returning empty results vs no-trainer image-classification dataset loading; different scripts and failures." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Different platform/backend issues: Python 3.14 import failure vs missing TensorFlow backend when only tensorboard is installed." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "Both are multimodal, but the reported bugs differ: assistant masks all-zero vs wrong vision_position_ids." + "reason": "Python 3.14 import/load failure vs TensorFlow backend detection error when only tensorboard is installed; unrelated." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Different regressions: processor.tokenizer/image passing breakage vs resize_token_embeddings not updating Gemma4 embeddings." + "reason": "processor.tokenizer regression vs gemma4 embedding resize propagation bug; different model code paths." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different model behaviors: embedding resize propagation vs Whisper empty-transcription generation failure." - }, - { - "left": "issue:36246", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but one is a missing Qwen2.5-VL symbol in a submodule and the other is top-level AutoImageProcessor import failure." - }, - { - "left": "issue:45632", - "right": "issue:46421", - "accept": false, - "reason": "Different cache/loading issues: leaf-directory cache collision vs spurious recompilation with chunked prefill." - }, - { - "left": "issue:43404", - "right": "issue:45216", - "accept": false, - "reason": "Different model families and symptoms: untied lm_head in Mistral3 vs incorrect Qwen3.5 save_pretrained checkpointing." - }, - { - "left": "issue:45245", - "right": "issue:45584", - "accept": false, - "reason": "Unrelated runtime errors: category-count limit vs Whisper generation on empty transcription." - }, - { - "left": "issue:46082", - "right": "issue:46121", - "accept": false, - "reason": "Both are config-validation issues, but they concern different parameters and different validation paths." + "reason": "Gemma4 resize_token_embeddings propagation bug vs Whisper empty-transcription generation failure; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted soft edge, 44779/46489, is plausibly the same DeepSeek tokenizer regression path, while the rest are reasonably rejected as different model-/subsystem-specific issues. No overstatement stands out." + "feedback": "The summary is grounded in the packet: the only clearly related pair is issue:44779 and issue:46489, which both describe the DeepSeek tokenizer regression on transformers v5+ and the follow-up gap in PR #44801. The note that no PRs are present is also correct. The other soft-edge rejections are conservative and do not overclaim identity from weak title similarity." }, "evaluator_used": true, "retried": false, @@ -10946,18 +10856,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:27957", + "issue:28282", + "issue:32090", "issue:35141", "issue:36246", "issue:38617", + "issue:41628", "issue:41950", - "issue:42796", - "issue:42907", + "issue:42175", "issue:43295", - "issue:43299", - "issue:43441", + "issue:43404", "issue:43479", "issue:43526", "issue:43531", @@ -10966,272 +10877,269 @@ "issue:43673", "issue:43854", "issue:43901", + "issue:43976", "issue:44016", "issue:44112", "issue:44186", "issue:44220", "issue:44246", + "issue:44279", "issue:44295", - "issue:44336", - "issue:44464", "issue:44496", - "issue:44521", "issue:44683", "issue:44734", - "issue:44792", - "issue:44933", "issue:44964", + "issue:44987", "issue:45003", - "issue:45042", - "issue:45083", "issue:45216", + "issue:45245", "issue:45335", - "issue:45362", "issue:45375", "issue:45446", - "issue:45563", "issue:45584", - "issue:45588", "issue:45600", + "issue:45632", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46421", "issue:46424", "issue:46506" ], "soft_pairs": [ - "issue:44933|issue:45362", + "issue:43404|issue:45216", + "issue:45245|issue:45584", + "issue:36246|issue:41628", + "issue:46082|issue:46121", + "issue:45632|issue:46421", + "issue:36246|issue:38617", "issue:44186|issue:44734", "issue:44683|issue:45446", - "issue:44295|issue:46506", + "issue:42175|issue:44279", "issue:44246|issue:45003", - "issue:43673|issue:46424", - "issue:44464|issue:45563", + "issue:44295|issue:46506", + "issue:41950|issue:44016", "issue:44964|issue:45600", + "issue:43673|issue:46424", "issue:43643|issue:44496", "issue:43854|issue:44964", "issue:43650|issue:44220", "issue:44112|issue:44964", - "issue:36246|issue:38617", - "issue:42796|issue:44521", + "issue:44016|issue:44220", "issue:27957|issue:35141", "issue:43479|issue:45375", - "issue:45563|issue:45584", "issue:43531|issue:45600", "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:46123|issue:46369", "issue:43526|issue:43901", - "issue:42907|issue:43441", - "issue:43441|issue:45588", - "issue:45083|issue:46506", - "issue:44496|issue:45042", - "issue:43299|issue:45216", - "issue:41950|issue:44016", - "issue:44792|issue:46424", - "issue:43673|issue:44336" + "issue:28282|issue:35141", + "issue:32090|issue:35141" ], - "prepared_review_unit_hash": "1d79a0d485c07a02ff3139d3a7b8a7a8285a491d5c402d22d4e041bd15c05b9a", + "prepared_review_unit_hash": "e85ad0791153ed1fe4ea431e68df76ce7a32c02b797e5d39177d8b22e0d9ffdc", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35414, - "estimated_input_tokens": 8854, - "estimated_eval_tokens": 17964 + "serialized_chars": 36124, + "estimated_input_tokens": 9031, + "estimated_eval_tokens": 18318 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous: most soft pairs share a subsystem or model family but describe different concrete bugs. One borderline duplicate edge exists around FlashAttention failures in Ministral/sink-less models.", - "confidence": 0.69, - "canonical_issue_reason": "issue:44521 is the strongest representative issue: it is open, well-documented, has inbound references, and describes a concrete reproducible multimodal bug.", + "summary": "These are mostly unrelated Transformers bug reports, not true duplicates. All soft pairs should be rejected; they only share broad themes like imports, cache behavior, or multimodal models. If one issue has to stand in as the best representative, issue 46424 is the clearest concrete runtime bug, but it is not a duplicate target for the rest.", + "confidence": 0.96, + "canonical_issue_reason": "No tight duplicate cluster emerges from these items. If forced to pick one representative issue, 46424 is the most concrete and actionable cache-path bug, with a clear behavior regression and a focused code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best overall issue candidate because it has the clearest bug report and the most external traction in this set.", + "best_issue_reason": "Issue 46424 is the strongest standalone report here: it describes a specific, reproducible cache configuration bug rather than a vague import/model-loading failure or a test/doc issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both mention model weight tying/saving, but they are different models and different failure modes, so not the same underlying bug." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Completely different problems: category cardinality error versus Whisper empty-transcription handling." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different modules; not one shared defect." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "One is LlamaConfig head_dim validation, the other is rope-parameter JSON handling; unrelated code paths." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache, but one is a trust_remote_code path collision and the other is chunked-prefill recompilation behavior." + }, + { + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Different bugs: missing image_utils import vs Qwen3.5 chat-model load/runtime crash." + "reason": "Different import breakages in different modules; no shared concrete bug." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Different code paths: tokenizer padding/NER crash vs serve KV-cache continuation indexing." + "reason": "Tokenizer padding/truncation crash is unrelated to server KV-cache tensor indexing." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both involve flex_attention and torch versioning, but one is a compiled-kernel failure and the other is an import/version-check bug." + "reason": "Same flex_attention area, but one is a torch>=2.9 failure and the other is a version-check/import guard bug." }, { - "left": "issue:44295", - "right": "issue:46506", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Position_ids buffer access and CPU/CUDA output divergence are unrelated symptoms." + "reason": "One is a missing TensorFlow backend in extras install, the other is a vague dependency issue; too broad to be the same bug." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowdown vs unsafe sys.modules access; not the same underlying bug." + "reason": "Import performance regression and unsafe sys.modules access are distinct issues." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is max_cache_length handling." + "reason": "Buffer registration/read error and CPU-vs-CUDA output divergence are different defects." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Chunked compiled-forward inconsistency and a stale warning about num_return_sequences are different issues." + "reason": "Pipeline processor lookup bug versus a notebook syntax error; no duplication." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different failures: Phi-4 multimodal loading vs stale auto_mappings references breaking CI." + "reason": "Model loading failure and stale auto_mappings references are different problems." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing cache in chunked prefill and the other is max_cache_length being ignored except for quantized cache." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "AutoConfig trust_remote_code field loss is unrelated to unrecognized-model/config.json model_type errors." + "reason": "Missing fields from trust_remote_code config loading is unrelated to unrecognized model_type handling." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and failure modes; no shared concrete bug path." + "reason": "Different multimodal model-load failures with different repros and likely different fixes." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Placeholder data request is unrelated to _torch_extract_fbank_features()." + "reason": "No meaningful overlap; one is a placeholder title and the other is an audio feature extraction bug." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI device-override test flake is unrelated to model loading failure." - }, - { - "left": "issue:36246", - "right": "issue:38617", - "accept": false, - "reason": "Both are ImportError reports, but for entirely different symbols and modules." + "reason": "CI test flake in GraniteSpeech is not the same as a Phi-4 multimodal loading bug." }, { - "left": "issue:42796", - "right": "issue:44521", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Tokenizer BPE-marker handling is not the same bug as multimodal assistant_mask generation." + "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention support for XLMRoberta and embedding reinit on resize are separate issues." + "reason": "Flash Attention support for XLM-Roberta and post_init reinitialization after resize_token_embeddings are different code paths." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different config classes and different missing/default-field problems." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "Paged-generate warning behavior and Whisper empty-transcription failure are unrelated." + "reason": "Different config bugs: default sub-config initialization versus a missing field dropped by strict validation." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references." + "reason": "Sliding-window behavior in Qwen3-MoE and removed auto_mappings references are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer API regression and t5gemma embedding resize bug are different code paths." - }, - { - "left": "issue:43526", - "right": "issue:43901", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to docs/behavior mismatch in TextClassificationPipeline." - }, - { - "left": "issue:42907", - "right": "issue:43441", - "accept": false, - "reason": "Both mention Ministral/Devstral and FlashAttention-adjacent behavior, but save-pretrained dequantization and runtime flash-attention failure are different bugs." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": true, - "reason": "Same underlying FlashAttention crash path: 43441 reports the user-visible Ministral-3 failure, while 45588 identifies the AttributeError on s_aux=None for sink-less models." - }, - { - "left": "issue:45083", - "right": "issue:46506", - "accept": false, - "reason": "Helper length calculation in qwen3_omni_moe and CPU/CUDA result mismatch are different issues." + "reason": "Processor/tokenizer regression and t5gemma embedding resize mismatch are different bugs." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Unrecognized model config loading and PIL backend torchvision dependency are unrelated." + "reason": "Python version compatibility failure is unrelated to a specific model-loading regression." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:46123", + "right": "issue:46369", "accept": false, - "reason": "Qwen3VL MoE model loading and Qwen3.5 save_pretrained regression are different failures." + "reason": "Final partial-batch dropping results and sam3-litetext memory overflow are different symptoms and likely different fixes." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Pipeline processor lookup and notebook syntax error are unrelated." + "reason": "Processor label reduction bug and stale docs are not the same underlying issue." }, { - "left": "issue:44792", - "right": "issue:46424", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Janus image-generation test failure is not the same as cache max length handling." + "reason": "ImportError due to missing PyTorch is unrelated to embedding reinitialization after resizing." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Generation cache regression and ANSI-color leakage in loading_report are unrelated." + "reason": "Trainer gpu_broadcast_one NoneType error is a different failure mode from token embedding resizing." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: issue:44521 does have the most inbound references in this set and is the only open issue among the strongest candidates. The soft-edge verdicts are mostly conservative and align with the titles; the one accepted edge (43441/45588) is at least plausibly the same FlashAttention failure path." - }, - "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 }, @@ -11246,297 +11154,283 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:38175", - "issue:39692", "issue:41950", - "issue:42175", "issue:42796", - "issue:43295", + "issue:42907", "issue:43299", "issue:43381", - "issue:43388", + "issue:43441", "issue:43577", "issue:43650", - "issue:43688", + "issue:43673", "issue:43824", - "issue:43854", "issue:43901", "issue:43976", "issue:44016", "issue:44062", "issue:44075", - "issue:44220", "issue:44242", "issue:44279", + "issue:44336", "issue:44351", "issue:44368", "issue:44496", + "issue:44521", "issue:44617", - "issue:44683", - "issue:44779", + "issue:44792", "issue:44933", "issue:45020", + "issue:45042", + "issue:45083", "issue:45103", "issue:45200", "issue:45216", "issue:45278", + "issue:45325", "issue:45335", "issue:45357", "issue:45372", "issue:45405", - "issue:45542", "issue:45584", + "issue:45588", "issue:45593", "issue:45759", - "issue:45812", - "issue:45823", "issue:46082", "issue:46209", "issue:46399", - "issue:46512" + "issue:46424", + "issue:46506", + "issue:46515" ], "soft_pairs": [ - "issue:42175|issue:44279", + "issue:42907|issue:43441", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:44496|issue:45042", + "issue:45083|issue:46506", + "issue:43299|issue:45216", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:43976|issue:44279", "issue:43381|issue:45593", "issue:43901|issue:44496", - "issue:43388|issue:43688", - "issue:44016|issue:44220", "issue:42796|issue:43650", "issue:45335|issue:45584", "issue:44496|issue:45759", + "issue:44279|issue:46515", "issue:44075|issue:44368", "issue:43577|issue:45216", - "issue:45103|issue:45372", - "issue:43824|issue:44933", "issue:44242|issue:45200", - "issue:44279|issue:45405", - "issue:41950|issue:45020", + "issue:45103|issue:45372", "issue:46082|issue:46399", "issue:43299|issue:45357", - "issue:44351|issue:45278", - "issue:44016|issue:44062", - "issue:38175|issue:44617", + "issue:44279|issue:45405", "issue:43650|issue:46209", - "issue:41950|issue:45823", - "issue:44683|issue:45542", - "issue:43295|issue:44779", - "issue:39692|issue:43901", - "issue:43976|issue:45405", - "issue:44779|issue:45812", - "issue:43976|issue:44279", - "issue:46082|issue:46512", - "issue:43299|issue:43854" + "issue:38175|issue:44617", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:44521|issue:45325" ], - "prepared_review_unit_hash": "a68ce21ec55c0510eb34b3f37afc1d857a2879428c4a001fca88ab70a1b8e01b", + "prepared_review_unit_hash": "6a4b4fe4847bf9e1d8338873bab2c637654698847042864d04063f7c0ed9e39f", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36710, - "estimated_input_tokens": 9178, - "estimated_eval_tokens": 18612 + "soft_pair_count": 28, + "serialized_chars": 35991, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated issues spanning regressions, tokenizer/model-loading bugs, docs problems, and backend/import breakages. None of the soft pairs look like the same concrete defect, so no duplicate merges are justified.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45020 is the broadest umbrella report: recent Transformers versions breaking remote_code-based model loading. It best matches the cluster\u2019s general regression theme without being tied to one narrow model or example.", + "summary": "These are mostly unrelated issue reports with only superficial lexical overlap (many model- or subsystem-specific regressions, import errors, and docs bugs). No soft pair looks like the same underlying bug/change, so there is no strong duplicate cluster here.", + "confidence": 0.3, + "canonical_issue_reason": "No true canonical duplicate emerges from this heterogeneous set; if one must be chosen, issue 44521 is the broadest and most active representative (open, higher inbound references/discussion), but it is not a genuine duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most representative anchor for this cluster because it describes a high-level version-regression category rather than a single model-specific symptom.", + "best_issue_reason": "Issue 44521 is the best representative by activity and cross-references, but the set is too diverse to treat it as a real canonical bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "Specific missing TensorFlow backend in the torch extra vs a generic dependency problem; different failure modes and fixes." - }, - { - "left": "issue:43381", - "right": "issue:45593", - "accept": false, - "reason": "Gradient checkpointing in eval mode vs missing auxiliary loss when denoising is off; unrelated code paths." - }, - { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Docs wording mismatch vs model/config import failure; not the same bug." + "reason": "Same model family mention, but one is about saving dequantized Ministral models and the other is a FlashAttention load/runtime failure; different code paths." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Last-batch label dropping in gather_for_metrics vs auxiliary loss normalization; different training logic." + "reason": "Both mention flash attention, but one is Ministral-specific and the other is a sink-less-models AttributeError in `integrations/flash_attention.py`; not the same bug." }, { "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error vs audio feature extraction issue; no shared underlying defect." - }, - { - "left": "issue:42796", - "right": "issue:43650", + "right": "issue:44062", "accept": false, - "reason": "Tokenizer BPE marker handling vs an unrelated placeholder/title-only issue." + "reason": "Notebook syntax error vs tokenizer `AddedToken` argument collision; unrelated failures." }, { - "left": "issue:45335", - "right": "issue:45584", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "resize_token_embeddings not updating decoder embeddings vs Whisper empty-transcription failure after align_special_tokens; related only at a very broad tokenizer level." + "reason": "Unrecognized model config vs image processor torchvision dependency issue; different underlying problems." }, { - "left": "issue:44496", - "right": "issue:45759", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "Model-class/config recognition problem vs composite Qwen text_config unwrapping; both loading-related but not the same concrete bug." + "reason": "Different models and different failures: a helper-length calculation bug vs CPU/CUDA result divergence." }, { - "left": "issue:44075", - "right": "issue:44368", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "SGD args ignored vs a config warning about tie_word_embeddings; unrelated." + "reason": "Both are Qwen3.5-related, but one is model loading and the other is incorrect `save_pretrained` checkpoint output; not the same concrete bug." }, { - "left": "issue:43577", - "right": "issue:45216", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "dtype propagation bug in Blip2 vs incorrect save_pretrained behavior for Qwen3.5; different code paths." + "reason": "Cache/missing GenerationMixin issue vs ANSI escape output in loading_report; unrelated." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44792", + "right": "issue:46424", "accept": false, - "reason": "auto_docstring annotation handling vs Gemma 4 processor import failure; unrelated." + "reason": "Janus test failure vs cache-length semantics; no shared code-path or bug." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and different causes; not the same missing export." + "reason": "Both are import errors, but for different symbols/modules and different root causes." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Load-balancing loss gating vs mm_token_type_ids defaulting; different modeling/training bugs." + "reason": "Python version compatibility regression vs vague dependency issue; too broad and not the same bug." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "General dependency issue vs PEFT minimum-version bump to an unreleased package; not the same problem." + "reason": "Gradient checkpointing eval-mode guard vs D-FINE auxiliary-loss behavior; unrelated." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Video pipeline processor lookup bug vs broad remote_code model-loading regressions; different subsystems." + "reason": "Docs wording mismatch vs model-loading config error; no overlap in underlying defect." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "LlamaConfig head_dim validation vs Qwen3.5 rotary-kernel registration failure; unrelated." + "reason": "Tokenizer BPE-marker handling vs nonspecific low-signal issue title; no duplicate evidence." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Qwen3VL MoE load failure vs incorrect visual-encoder keys on save_pretrained; load/save are different bugs." + "reason": "Token embedding resize bug vs Whisper empty-transcription generation failure; different code paths." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "HybridCache missing import vs generic many-import-errors regression; the overlap is only superficial." + "reason": "Both concern model config/loading, but one is an unrecognized model type and the other is `from_config` not unwrapping `text_config`; distinct bugs." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:44279", + "right": "issue:46515", "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword collision; unrelated." + "reason": "Generic dependency complaint vs torch 2.4.1 incompatibility; not the same concrete issue." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:44075", + "right": "issue:44368", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 vs CUDA OOM in Sam3Video; clearly different issues." + "reason": "Optimizer argument handling vs a model config warning about `tie_word_embeddings`; unrelated." }, { - "left": "issue:43650", - "right": "issue:46209", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Placeholder/data request vs FP8 inference failure on B200; unrelated." + "reason": "Both are Qwen/BLIP-style save/load issues, but one is dtype propagation in BLIP2 loading and the other is Qwen3.5 checkpoint serialization; not mergeable as one fix." }, { - "left": "issue:41950", - "right": "issue:45823", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Video-classification processor lookup bug vs Gemma4 device mismatch during forward; different concrete failures." + "reason": "Moe load-balancing loss gating vs Gemma 4 multimodal token-type defaults; different model behaviors." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Compiled flex_attention regression on torch>=2.9 vs TensorBoard/TensorFlow backend dependency issue; unrelated." + "reason": "Auto-docstring annotation parsing crash vs missing `ReasoningEffort` import breaking Gemma 4 processor loading; unrelated." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "processor.tokenizer/images regression vs Deepseek tokenizer regression; both version-related, but different models and code paths." + "reason": "LlamaConfig validation vs Qwen3.5 rotary-kernel registration error; different components and failure modes." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "SigLIP2 docs example has runtime errors vs stale TextClassificationPipeline docs; both docs-related, but not the same change." + "reason": "Same family of Qwen models, but loading failure vs incorrect visual-encoder keys during save; separate regressions." }, { - "left": "issue:43976", + "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Python-version incompatibility vs unreleased PEFT version pin; unrelated." + "reason": "Generic dependency issue vs a specific minimum PEFT version bump; not the same bug." }, { - "left": "issue:44779", - "right": "issue:45812", + "left": "issue:43650", + "right": "issue:46209", "accept": false, - "reason": "Deepseek tokenizer wrong results vs Granite tokenizer wrong IDs; both tokenization regressions, but different models and likely different fixes." + "reason": "Low-information issue title vs FP8 inference on B200; no evidence of sameness." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Siglip2 zero-probabilities bug vs Sam3Video OOM; completely different issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Python compatibility issue vs general dependency issue; no shared bug." + "reason": "Single missing import vs broad import errors after upgrade; one does not imply the other." }, { - "left": "issue:46082", - "right": "issue:46512", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "LlamaConfig rejecting explicit head_dim vs stale config.dtype after from_config; different configuration issues." + "reason": "Video pipeline processor lookup bug vs remote_code breakage; different subsystems and failure causes." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Qwen3VL MoE load regression vs missing Qwen2_5_VLForConditionalGeneration import; both Qwen-related imports, but not the same underlying defect." + "reason": "Both touch multimodal helpers, but one is assistant mask generation and the other is rope-index scaling for Qwen2.5-VL; different concrete bugs." } ] }, @@ -11558,282 +11452,289 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:33290", + "issue:39692", + "issue:41950", + "issue:42175", "issue:42994", + "issue:43295", + "issue:43299", "issue:43317", "issue:43441", - "issue:43450", "issue:43479", "issue:43525", - "issue:43643", "issue:43653", "issue:43723", - "issue:43881", + "issue:43854", "issue:43901", "issue:43976", "issue:43994", "issue:44016", "issue:44162", - "issue:44246", "issue:44261", "issue:44263", - "issue:44279", "issue:44291", "issue:44297", "issue:44361", "issue:44462", "issue:44466", - "issue:44521", "issue:44623", "issue:44671", "issue:44683", "issue:44749", "issue:44779", - "issue:44987", "issue:45081", "issue:45276", - "issue:45325", "issue:45397", + "issue:45405", + "issue:45542", "issue:45593", "issue:45600", "issue:45656", "issue:45712", + "issue:45800", + "issue:45812", "issue:45823", "issue:45834", "issue:45907", - "issue:46123", - "issue:46291", - "issue:46369", - "issue:46399" + "issue:46082", + "issue:46512" ], "soft_pairs": [ + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:44779|issue:45812", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:43299|issue:43854", "issue:43479|issue:43525", - "issue:43976|issue:44987", "issue:44297|issue:44462", - "issue:43450|issue:44279", "issue:44466|issue:45276", - "issue:43441|issue:45834", + "issue:44016|issue:44291", "issue:45081|issue:45907", + "issue:43441|issue:45834", "issue:43653|issue:45593", - "issue:42994|issue:43317", "issue:45600|issue:45712", - "issue:44521|issue:45325", + "issue:42994|issue:43317", "issue:33290|issue:45656", "issue:44623|issue:44749", "issue:44623|issue:45397", "issue:44261|issue:44263", "issue:44361|issue:45593", - "issue:46123|issue:46369", + "issue:45542|issue:45800", "issue:44016|issue:45823", + "issue:42175|issue:43976", "issue:43441|issue:44683", "issue:44671|issue:44779", "issue:43723|issue:44162", - "issue:43901|issue:43994", - "issue:46291|issue:46399", - "issue:43525|issue:43881", - "issue:44016|issue:44291", - "issue:44297|issue:45397", - "issue:43525|issue:43643", - "issue:43901|issue:44246" + "issue:43901|issue:43994" ], - "prepared_review_unit_hash": "ca10e68bb10b3bfe5c3345fbd9636c2b06a16314e0b70db605f9ef1a5701d741", + "prepared_review_unit_hash": "2af24d4cb4274dbb2b2f448365314dae0b39f7a96f7d507d9218979d8773295f", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35475, - "estimated_input_tokens": 8869, - "estimated_eval_tokens": 17994 + "soft_pair_count": 29, + "serialized_chars": 35898, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated tokenizer, config, multimodal, attention, deepspeed, CI, and documentation issues. No soft edge looks like the same underlying bug or change, so I rejected all pairings and found no safe canonical duplicate anchor.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue spans the set; the items are diverse regressions and docs/CI problems, so none is a safe duplicate anchor.", + "summary": "The cluster is heterogeneous; the soft pairs mostly share superficial keywords (tokenizer, loading, v5, deepspeed, docs) but describe different bugs, regressions, or cleanup items. I would not merge any of the proposed pairs.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the cluster is not one underlying bug/change, so any single issue would be misleading as a representative.", + "best_issue_reason": "issue:44779 is the most concrete user-facing regression report among the set, but it is still not a true duplicate of the other tokenizer/model issues, so the cluster has no strong canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is a processor/tokenizer API regression and the other is DeepSeek token ID corruption; different failure modes and likely different fixes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs/examples, but one is a SigLIP2 example with model/processor mismatch and quantization failure while the other is a pipeline docs wording mismatch." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated problems: video-classification processor lookup vs Gemma4 device_map forward mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different subsystems and bugs: compiled flex_attention on torch>=2.9 vs TensorBoard/TensorFlow backend installation issue." + }, + { + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Different config bugs: default multimodal sub-config initialization vs missing pad_token_id on Llama4Config." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths (DeepSeek tokenizer vs Granite AutoTokenizer IDs)." }, { "left": "issue:43976", - "right": "issue:44987", + "right": "issue:45405", "accept": false, - "reason": "Unrelated failures: Python version compatibility vs loading a specific model in v5.1.0." + "reason": "Python version compatibility issue vs a PEFT version pin bump; no common bug." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:46082", + "right": "issue:46512", "accept": false, - "reason": "Both involve tokenizers, but one is save_pretrained metadata serialization and the other is AutoTokenizer ignoring tokenizer.json." + "reason": "LlamaConfig head_dim validation and dtype staleness in from_config are separate config bugs." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different underlying loader paths." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Distinct config initialization bugs in different model families; not the same underlying defect." + }, + { + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Video processor shape bug vs a generic dependency issue; no shared code-path bug." + "reason": "Both concern tokenizer persistence/loading, but one is save_pretrained writing the wrong tokenizer_class while the other ignores tokenizer.json during AutoTokenizer loading." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Both touch Gemma4 embeddings, but one is serialization/tied-weights behavior and the other is resize_token_embeddings propagation." + "reason": "Different weight-serialization and resize_embedding behaviors; not the same code-path problem." }, { - "left": "issue:43441", - "right": "issue:45834", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "FlashAttention/model-specific load bug vs a Kosmos2.5 OCR index error; unrelated." + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized model-loading TypeError." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex patch crash vs hub list_repo_files revision forwarding; different subsystems." + "reason": "Tokenizer regex patch crash vs Hub list_repo_files revision forwarding; completely different APIs." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "FlashAttention failure for Ministral vs OCR index error in Kosmos2.5; unrelated bugs." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Deepspeed Adafactor OOM is not the same bug as dequantized model loading with gpu/cpu offload." + "reason": "BigBirdTokenizer special-token registration bug vs D-FINE auxiliary loss logic; different components." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are CI-related, but one is stale auto_mappings entries and the other is leftover dummy classes in dummy_pt_objects.py." + "reason": "Both touch repo maintenance/CI, but one is stale auto_mappings references and the other is leftover dummy classes; not the same change." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Assistant mask generation in chat templates is distinct from Qwen2.5-VL rope index scaling for still images." + "reason": "Both involve quantization/offload, but one is saving a quantized model and the other is loading a dequantized model with device_map=auto; different failure points." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is double optimizer stepping." + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer.step calls; not the same bug." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing processor save files is unrelated to a performance regression after upgrading Transformers." + "reason": "Processor save_pretrained missing files is unrelated to a Chinese-language data-filtering performance regression." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained file omission is unrelated to Gemma-4 zero3 from_pretrained loading." + "reason": "processor.save_pretrained file emission bug vs gemma-4 zero3 from_pretrained failure; different code paths." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different low-level bugs: missing rms_norm_eps in MLA config vs torch.split return values in GlmMoeDsaIndexer." + "reason": "MLA rms_norm_eps precision mismatch and GlmMoeDsaIndexer torch.split return handling are separate issues." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to D-FINE denoising/aux-loss behavior." + "reason": "MLukeTokenizer AttributeError on tasks vs D-FINE auxiliary loss behavior; unrelated." }, { - "left": "issue:46123", - "right": "issue:46369", + "left": "issue:45542", + "right": "issue:45800", "accept": false, - "reason": "Pipeline batch bookkeeping bug vs memory overflow in sam3-litetext; different symptoms and code paths." + "reason": "TensorBoard/TensorFlow dependency issue vs torch/transformers compatibility problem; different root causes." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error is not the same as Gemma4 device mismatch during forward." + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow extra/backend packaging issue vs Python version support issue; not the same bug." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "FlashAttention regression for a specific model/RC is distinct from compiled flex_attention failing on torch >= 2.9." + "reason": "Different backend failures: Ministral FlashAttention vs compiled flex_attention on newer torch." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked LM prediction regression and Deepseek tokenizer regression are different components." + "reason": "Both are v5 regressions affecting outputs, but one is CamemBERT masked-LM predictions and the other is DeepSeek tokenizer encoding; different models and fixes." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Generic AutoTokenizer v5 loading issue is not the same as ESM2-specific breakage." + "reason": "AutoTokenizer loading issue vs ESM2 model breakage; too broad and not the same underlying defect." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs/behavior mismatch for return_all_scores is unrelated to SigLIP2 producing nonsensical model/pipeline outputs." - }, - { - "left": "issue:46291", - "right": "issue:46399", - "accept": false, - "reason": "Kernel package import/version requirement issue is distinct from a missing decorator in apply_rotary_pos_emb registration." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to glm-4v-9b load failure." - }, - { - "left": "issue:44016", - "right": "issue:44291", - "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer serialization metadata mismatch is unrelated to Gemma-4 zero3 loading." - }, - { - "left": "issue:43525", - "right": "issue:43643", - "accept": false, - "reason": "Both involve config fields, but one is a specific Llama4 missing attribute and the other is a generic trust_remote_code config-loading issue." - }, - { - "left": "issue:43901", - "right": "issue:44246", - "accept": false, - "reason": "Documentation mismatch is unrelated to intermittent slow import times." + "reason": "Docs text about return_all_scores does not duplicate a SigLIP2 model/pipeline correctness regression." } ] }, @@ -11855,10 +11756,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ - "issue:16998", - "issue:22355", "issue:36246", "issue:41628", "issue:41950", @@ -11866,285 +11765,294 @@ "issue:42757", "issue:42886", "issue:43299", - "issue:43475", + "issue:43525", + "issue:43526", + "issue:43531", "issue:43550", + "issue:43643", "issue:43673", "issue:43761", "issue:43784", "issue:43824", + "issue:43881", + "issue:43901", "issue:43976", "issue:44188", "issue:44220", "issue:44242", "issue:44246", "issue:44295", + "issue:44297", "issue:44336", "issue:44351", "issue:44373", "issue:44485", "issue:44496", - "issue:44561", "issue:44589", "issue:44734", - "issue:44749", - "issue:44779", "issue:44857", "issue:44871", - "issue:44964", + "issue:45003", "issue:45103", - "issue:45292", "issue:45362", - "issue:45375", "issue:45397", "issue:45542", + "issue:45561", + "issue:45563", "issue:45593", - "issue:45859", "issue:46132", - "issue:46369", + "issue:46291", "issue:46399", "issue:46424", "issue:46506" ], "soft_pairs": [ + "issue:43673|issue:43761", + "issue:46291|issue:46399", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:43901|issue:44246", + "issue:43525|issue:43643", "issue:44589|issue:45362", "issue:41628|issue:43976", "issue:43784|issue:45542", "issue:44188|issue:44336", - "issue:16998|issue:22355", - "issue:43673|issue:43761", "issue:44336|issue:44373", - "issue:45103|issue:46399", "issue:44242|issue:45593", + "issue:45103|issue:46399", + "issue:45561|issue:45563", "issue:44246|issue:44496", "issue:44295|issue:45397", "issue:42491|issue:43299", + "issue:43531|issue:45362", "issue:43550|issue:46506", - "issue:44246|issue:44871", - "issue:43824|issue:43976", + "issue:43526|issue:45003", "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:42886|issue:46132", "issue:44336|issue:44485", "issue:36246|issue:42757", - "issue:44734|issue:46424", "issue:36246|issue:44351", - "issue:43976|issue:44964", + "issue:44734|issue:46424", "issue:44336|issue:46424", - "issue:44242|issue:44857", - "issue:45362|issue:45375", - "issue:43475|issue:46369", - "issue:44779|issue:45292", - "issue:42886|issue:46132", - "issue:45859|issue:46399", - "issue:44295|issue:44749", - "issue:43673|issue:44561" + "issue:45003|issue:45561", + "issue:44242|issue:44857" ], - "prepared_review_unit_hash": "fa2ec44c4e2ca26c6a4dea4cac012516b370f59bab5e7dfb85b9d34077213942", + "prepared_review_unit_hash": "41e21d4b11a76370d121b66f946c47b040829bfaf968c179bd72f86ee73dee40", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36002, - "estimated_input_tokens": 9001, - "estimated_eval_tokens": 18258 + "soft_pair_count": 31, + "serialized_chars": 36288, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated transformer regressions clustered only by broad theme (imports, model loading, cache, and model-specific failures). No soft pair looks like the same underlying bug/change with enough confidence to merge.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43824 is the clearest, most concrete regression in the set: a specific import failure with strong discussion and multiple inbound references, making it a good representative issue.", + "summary": "This cluster is mostly topical noise: the soft pairs share broad themes like import errors, model-loading regressions, or cache behavior, but they do not look like the same concrete bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a clear canonical duplicate here; the items span unrelated regressions across imports, model config, kernels, caching, docs, and testing.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best single issue to anchor triage because it is specific, reproducible, and broadly impactful compared with the more vague or model-specific reports.", + "best_issue_reason": "No issue stands out as a global representative for the whole set because the cluster is heterogeneous rather than one underlying bug family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but one is cache/chunked_prefill and the other is CLIP hidden_states output; different code paths." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "One is a pipelines import failure from kernels metadata, the other is a Qwen3.5 kernel registration crash; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import error vs Python version compatibility regression; unrelated failures." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different models and symptoms: missing pad_token_id vs a glm-4v-9b load failure." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and gemma-4 zero3 from_pretrained are separate issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs inconsistency and slow import performance are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4Config pad_token_id and AutoConfig trust_remote_code field loss are different config bugs." + }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Different failures: a storage-type TypeError vs a model chat crash. No shared code path is evident." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash do not share the same underlying code path." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "One is a missing import symbol, the other is a Python-version compatibility problem. Same package, different bugs." + "reason": "ImportError for AutoImageProcessor is unrelated to Python 3.9/3.10 compatibility." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Both are import-time errors, but they involve different missing names and different root causes." + "reason": "Sentence-transformers import NameError and tensorboard-without-TF backend error have different causes." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence and ANSI-code output are unrelated." - }, - { - "left": "issue:16998", - "right": "issue:22355", - "accept": false, - "reason": "Model_max_length behavior and a missing transformers.onnx module are unrelated." + "reason": "Attention kernel divergence and ANSI escape leakage are unrelated." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Both are v5 regressions, but they hit different subsystems: generation cache vs CLIP vision forward output." + "reason": "Loading report terminal formatting and a position_ids docstring bug are not the same issue." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Terminal-color output and a wrong docstring are unrelated." + "reason": "Both mention missing losses, but they affect different models and gating conditions." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation handling and Qwen3.5 rotary-kernel registration are different code paths." + "reason": "Auto-docstring future-annotations crash and Qwen3.5 kernel registration are unrelated." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Both mention missing auxiliary losses, but they are different models with different mechanisms; not the same bug." + "reason": "xdist race in testing utils vs stale warning in paged generate; different subsystems." }, { "left": "issue:44246", - "right": "issue:44496", + "right": "issue:44871", "accept": false, - "reason": "Import slowness and model config recognition are unrelated." + "reason": "Slow import performance and Gemma-3 EOS config mismatch are unrelated." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer access and gemma-4 zero3 loading are different issues." + "reason": "position_ids buffer access and gemma-4 zero3 loading are different bugs." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen/MoE version breakage, but one is LoRA compatibility and the other is model loading on a dev branch." + "reason": "Both involve Qwen3 MoE, but one is a LoRA/version compatibility problem and the other is a model-loading regression." }, { - "left": "issue:43550", - "right": "issue:46506", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "torch.compile SDPA failure and CPU/CUDA result mismatch are unrelated." + "reason": "Sliding_window behavior in Qwen3-MoE and Qwen3.5 chat failure are distinct failures." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:43550", + "right": "issue:46506", "accept": false, - "reason": "Import-performance complaint and eos_token_id config mismatch are unrelated." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Both are import/version problems, but they concern different symbols and different failure modes." + "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils are unrelated." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor lookup and fbank feature extraction are separate pipeline/audio bugs." + "reason": "Video-classification pipeline misrouting to image processors and fbank feature extraction are different code paths." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "ANSI code emission and GLM-5 RoPE implementation are unrelated." + "reason": "Import-time slowdown and EOS-token mismatch do not indicate the same bug." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:42886", + "right": "issue:46132", "accept": false, - "reason": "Both are import errors, but they are from different packages and different missing exports." + "reason": "Offline cache loading and AttentionInterface.register behavior changes are unrelated." }, { - "left": "issue:44734", - "right": "issue:46424", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "KV-cache continuation indexing and cache max length handling are different cache bugs." + "reason": "ANSI code leakage and GLM-5 RoPE implementation are not the same issue." }, { "left": "issue:36246", - "right": "issue:44351", + "right": "issue:42757", "accept": false, - "reason": "Different missing symbols from different APIs; no evidence of one shared underlying defect." + "reason": "Different missing symbols from different packages: qwen2_5_vl processor export vs huggingface_hub offline helper." }, { - "left": "issue:43976", - "right": "issue:44964", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Python compatibility and a specific multimodal model load failure are not the same bug." + "reason": "Both are import errors, but they expose different APIs and failure modes." }, { - "left": "issue:44336", + "left": "issue:44734", "right": "issue:46424", "accept": false, - "reason": "Loading-report ANSI output and cache length behavior are unrelated." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "Missing auxiliary loss logic and a float16 AMP crash in LwDetrImageLoss are different problems." - }, - { - "left": "issue:45362", - "right": "issue:45375", - "accept": false, - "reason": "Qwen3.5 chat crash and a missing config field in Qwen3_5MoeVisionConfig are related to the same model family but not the same underlying defect." + "reason": "Server KV-cache continuation crash and cache max length config semantics are different cache bugs." }, { - "left": "issue:43475", - "right": "issue:46369", - "accept": false, - "reason": "SAM3 attribute error and SAM3 litetext memory overflow are distinct failures." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "Tokenizer correctness and resize_token_embeddings/output_embeddings mismatch are unrelated." - }, - { - "left": "issue:42886", - "right": "issue:46132", - "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior change are separate issues." - }, - { - "left": "issue:45859", - "right": "issue:46399", + "left": "issue:44336", + "right": "issue:46424", "accept": false, - "reason": "Both touch Qwen3.5 rotary behavior, but one is CPU-offload compatibility and the other is kernel registration; not the same bug." + "reason": "Terminal ANSI formatting and cache configuration are unrelated." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Registering position_ids as a buffer and slow filtering after upgrade are unrelated." + "reason": "Unsafe sys.modules access and a pytest-xdist file race are unrelated." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Cache handling in chunked prefill and removal of is_torch_fx_available break different code paths." + "reason": "MoE load-balancing loss gating and LwDetrImageLoss AMP/CUDA crash are different issues." } ] }, @@ -12166,29 +12074,31 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:36246", "issue:43257", "issue:43262", "issue:43352", "issue:43475", - "issue:43526", "issue:43540", "issue:43596", "issue:43653", + "issue:43673", "issue:43901", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", "issue:44246", - "issue:44368", + "issue:44295", "issue:44466", "issue:44479", - "issue:44483", "issue:44496", "issue:44561", + "issue:44749", + "issue:44779", "issue:44877", - "issue:44977", "issue:44987", "issue:44995", "issue:45003", @@ -12201,255 +12111,253 @@ "issue:45397", "issue:45412", "issue:45459", - "issue:45561", - "issue:45563", "issue:45584", - "issue:45588", "issue:45600", "issue:45656", "issue:45685", "issue:45701", "issue:45759", + "issue:45859", "issue:46123", "issue:46170", - "issue:46202", + "issue:46369", "issue:46399", "issue:46431", "issue:46506" ], "soft_pairs": [ - "issue:43352|issue:45250", + "issue:43475|issue:46369", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:45859|issue:46399", + "issue:36246|issue:43596", + "issue:43673|issue:44561", "issue:44162|issue:45200", + "issue:43352|issue:45250", "issue:43901|issue:45003", - "issue:36246|issue:43596", - "issue:43526|issue:45003", "issue:43257|issue:45137", "issue:44496|issue:45003", "issue:45292|issue:45584", - "issue:44038|issue:46506", "issue:45292|issue:45701", - "issue:45412|issue:46123", + "issue:44038|issue:46506", "issue:43262|issue:44246", - "issue:44561|issue:46399", + "issue:45412|issue:46123", "issue:45375|issue:45759", "issue:44877|issue:45375", - "issue:45561|issue:45563", + "issue:44561|issue:46399", + "issue:45685|issue:46431", "issue:44987|issue:45459", "issue:44466|issue:45335", "issue:44995|issue:45200", - "issue:45685|issue:46431", "issue:45137|issue:45600", "issue:43475|issue:43540", - "issue:44479|issue:46170", - "issue:43653|issue:44162", + "issue:44060|issue:44077", "issue:45397|issue:45656", - "issue:44368|issue:44977", - "issue:44483|issue:46202", - "issue:44995|issue:45588", - "issue:44368|issue:45563" + "issue:43653|issue:44162", + "issue:44479|issue:46170" ], - "prepared_review_unit_hash": "bfb357e3dd6cea3db24ad305fc458c12ba4fa9afaffc4417a49f60ba9f4eda30", + "prepared_review_unit_hash": "5e62a91e005f46f96859bf7517b921f564f2d8dc96881e96f8859024db9f605a", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36504, - "estimated_input_tokens": 9126, - "estimated_eval_tokens": 18508 + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; the cluster is mostly broad keyword similarity across unrelated issues. I\u2019d anchor the cluster on the concrete core-utility bug in issue 45003, but none of the proposed edges should be merged.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45003 is the best canonical anchor: it reports a concrete, actionable bug in a shared core utility path and is the most central of the weakly related similarity hits.", + "summary": "This cluster is heterogeneous: most items are distinct regressions or feature gaps across Qwen, SAM, DeepSpeed, tokenizers, docs, and config handling. None of the soft pairs look like the same underlying bug/change, so all should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a reliable canonical duplicate target; the set is too mixed, with only loose theme-level similarity between a few embedding/tokenization reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45003 is the strongest representative issue because it has a specific failure mode and broader utility-module impact, making it the most plausible canonical reference point in this cluster.", + "best_issue_reason": "issue:45292 is the closest thing to a reusable representative because it sits in the token-embedding-resize subtheme, but it still does not cover the broader cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:43475", + "right": "issue:46369", "accept": false, - "reason": "Both mention Flash Attention 2.0, but one is a model-specific support error and the other is a generic topic/title; not the same bug or fixable in one PR." + "reason": "Both involve SAM 3, but one is a missing output attribute in the vision encoder and the other is a memory overflow in sam3-litetext; different failures and code paths." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Completely different models and failure modes: ESM2 is broken vs. Gemma 4 mm_token_type_ids defaults." + "reason": "DeepSeek tokenizer correctness vs resize_token_embeddings not updating output embeddings; unrelated subsystems and symptoms." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer/read error is a model-state bug; the Chinese report is about a v4.57.3-to-v5.3.0 slowdown while filtering data. Not the same issue." + }, + { + "left": "issue:45859", + "right": "issue:46399", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline is unrelated to the sys.modules access bug in modeling_utils." + "reason": "Both are Qwen3.5-related, but one is CPU-offload incompatibility in rotary embedding and the other is a kernel registration/decorator crash. Different concrete bugs." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "ImportError for Qwen2.5-VL image processor and a ZeRO3/BertModel index error are unrelated code paths." + "reason": "Qwen2.5-VL import error and a DeepSpeed ZeRO3 BertModel IndexError are unrelated." }, { - "left": "issue:43526", + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache bug vs removal of is_torch_fx_available breaking trust_remote_code; different code paths and causes." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-family bugs." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific Nemotron FA2 unsupported error is not the same as a generic Flash Attention 2.0 topic." + }, + { + "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to modeling_utils sys.modules access." + "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access in modeling_utils; unrelated issues." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is a ZeRO3 deque failure; different bugs." + "reason": "Both mention DeepSpeed/ZeRO3, but one is Qwen3 MOE weight conversion and the other is an empty-deque IndexError. Not the same bug." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized-model loading error is a config/model-registration issue, not the sys.modules access problem." + "reason": "Unrecognized model/config loading failure is unrelated to sys.modules access in modeling_utils." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings propagation and Whisper empty-transcription failure after align_special_tokens are different bugs." - }, - { - "left": "issue:44038", - "right": "issue:46506", - "accept": false, - "reason": "Qwen3-VL-Moe v5 regression and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + "reason": "resize_token_embeddings/output_embeddings behavior and Whisper empty-transcription after align_special_tokens are different model-specific problems." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize propagation and version-dependent tokenization are not the same underlying defect." + "reason": "A token-embedding resize bug is not the same as a broad version-dependent tokenization change." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44038", + "right": "issue:46506", "accept": false, - "reason": "RT-DETR memory cleanup and MaskGenerationPipeline partial-batch dropping results are unrelated." + "reason": "Qwen3-VL-Moe video-input regression and PPDocLayoutV3 CPU/CUDA differences are separate multimodal issues." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and import latency are unrelated issues." + "reason": "Audio chat-template sampling-rate defaulting and intermittent slow import are unrelated." }, { - "left": "issue:44561", - "right": "issue:46399", + "left": "issue:45412", + "right": "issue:46123", "accept": false, - "reason": "Removal of is_torch_fx_available affecting trust_remote_code is unrelated to the Qwen3.5 rotary-pos-embed registration crash." + "reason": "RT-DETR memory leak on deletion and mask generation partial-batch dropping are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing config field in Qwen3.5MoeVisionConfig is not the same bug as AutoModelForCausalLM.from_config failing to unwrap text_config." + "reason": "Missing strict field propagation in Qwen3.5MoeVisionConfig and from_config not unwrapping text_config are both config issues but different concrete failures." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config blocking granite_speech and silent field dropping in Qwen3.5MoeVisionConfig are different config-handling bugs." + "reason": "Strict config rejection for granite_speech and a missing Qwen3.5MoeVisionConfig field are not the same bug." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:44561", + "right": "issue:46399", "accept": false, - "reason": "pytest-xdist captured_info.txt race and stale num_return_sequences warning are unrelated test/runtime issues." + "reason": "A v5 removal breaking trust_remote_code and a Qwen3.5 rotary-registration crash are different regressions." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram failure in MOE and missing chat template in a processor are unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading failures for a physical-intelligence model and tokenizer error masking when protobuf is absent are unrelated." + "reason": "Loading failure for a specific model and protobuf-error masking in tokenizers are different problem areas." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Device-dependent lm_head serialization and resize_token_embeddings not updating decoder.embed_tokens are different tied-weight behaviors." + "reason": "Device-dependent tied-weight serialization and t5gemma resize_token_embeddings not updating decoder.embed_tokens are similar in theme only, not the same concrete bug." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale indexer cache crash and Gemma 4 mm_token_type_ids defaults are unrelated." - }, - { - "left": "issue:45685", - "right": "issue:46431", - "accept": false, - "reason": "MPS histogram support for Int and missing chat template errors are unrelated." + "reason": "A stale indexer cache crash in GlmMoeDsa and Gemma 4 token-id defaults are unrelated." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "ZeRO3 deque underflow and removed Sam3LiteText references in auto_mappings are unrelated." + "reason": "ZeRO3 empty-deque failure and CI breakage from removed Sam3LiteText configs are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Both are video-related multimodal issues, but SAM 3 output attributes and Qwen3OmniMoe video input validation are different code paths." - }, - { - "left": "issue:44479", - "right": "issue:46170", - "accept": false, - "reason": "v5.3 video-input regression and Windows ROCm torch.distributed import/type error are unrelated." + "reason": "Different Qwen/SAM multimodal paths: one missing an output attribute, the other a video-processing ValueError." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 model breakage are unrelated." + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 zero3 from_pretrained and optimizer stepping twice under deepspeed are different DeepSpeed problems." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "tie_word_embeddings warning during LoRA fine-tuning and flash-attention generation failure are not the same bug." + "reason": "Gemma-4 ZeRO3 loading and a double optimizer-step issue under DeepSpeed are different failure modes." }, { - "left": "issue:44483", - "right": "issue:46202", - "accept": false, - "reason": "OpenAI chat/completions request rejection and Gemma pipeline roundtrip failure on \u2581 are unrelated." - }, - { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Both mention runtime crashes, but stale indexer cache and flash_attention s_aux=None are different faults." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are separate issues." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "LoRA tie_word_embeddings warning and stale paged-generate warning are unrelated warning/behavior issues." + "reason": "A Qwen video-input regression and a Windows/ROCm torch.distributed import problem are unrelated." } ] }, @@ -12471,11 +12379,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:28282", "issue:30990", - "issue:41628", "issue:42371", "issue:42886", "issue:42994", @@ -12490,20 +12397,19 @@ "issue:43906", "issue:43931", "issue:44038", - "issue:44060", - "issue:44077", "issue:44162", "issue:44188", "issue:44297", "issue:44361", "issue:44368", + "issue:44483", "issue:44623", "issue:44749", "issue:44869", "issue:44871", "issue:44877", - "issue:44933", - "issue:45003", + "issue:44977", + "issue:44995", "issue:45092", "issue:45229", "issue:45230", @@ -12511,242 +12417,258 @@ "issue:45356", "issue:45381", "issue:45397", - "issue:45561", + "issue:45563", "issue:45584", + "issue:45588", "issue:45656", "issue:45987", "issue:46082", + "issue:46123", "issue:46132", "issue:46170", "issue:46202", "issue:46421" ], "soft_pairs": [ - "issue:43065|issue:43408", + "issue:44368|issue:44977", "issue:43906|issue:46202", + "issue:42886|issue:45229", + "issue:44995|issue:45588", + "issue:44483|issue:46202", + "issue:44368|issue:45563", + "issue:43065|issue:43408", + "issue:44188|issue:46202", "issue:43931|issue:44368", "issue:44877|issue:46170", - "issue:44060|issue:44077", - "issue:45003|issue:45561", "issue:45987|issue:46082", - "issue:42886|issue:45229", + "issue:44188|issue:46421", + "issue:43065|issue:46123", "issue:45584|issue:46170", "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:43646|issue:44162", "issue:44749|issue:45656", "issue:44623|issue:45656", - "issue:44869|issue:45356", + "issue:43232|issue:43673", "issue:44749|issue:45310", + "issue:44869|issue:45356", "issue:44871|issue:46132", - "issue:44188|issue:46202", "issue:42994|issue:43482", "issue:45230|issue:45397", "issue:43475|issue:43643", "issue:44038|issue:44623", "issue:28282|issue:30990", "issue:42371|issue:45092", - "issue:43475|issue:45381", - "issue:41628|issue:44933", - "issue:43232|issue:43673", - "issue:44188|issue:46421" + "issue:43475|issue:45381" ], - "prepared_review_unit_hash": "094b4b09443a77e716d77f647ab66883d844ad15d81ebbd13ef285fdac95ef0f", + "prepared_review_unit_hash": "936de4a8c621aedbe28d642a57598c2be6367bd8db35584a419f2ffb74968a19", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35301, - "estimated_input_tokens": 8826, - "estimated_eval_tokens": 17908 + "soft_pair_count": 30, + "serialized_chars": 35957, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs in tokenizers, save/load serialization, model config/loading, generation cache, SAM3, Qwen, testing utilities, and platform-specific import issues. I do not see any pair that clearly represents the same underlying bug/change, so the soft edges should all be rejected.", - "confidence": 0.19, - "canonical_issue_reason": "Issue 44623 is the cleanest concrete bug in the set and a reasonable anchor for the small save_pretrained/serialization subtheme, but the overall cluster is too broad to have a true canonical duplicate.", + "summary": "These items are mostly a loose collection of Transformers bugs and regressions rather than true duplicates. They share broad subsystem themes (tokenizers, generation, model loading, v5 regressions), but the concrete failure modes differ enough that none of the soft pairs should be merged.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43646 is the broadest representative of the v5 initialization-regression theme and best serves as an umbrella issue among this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44623 is the best single issue to triage first because it is specific, reproducible, and well-scoped compared with the more generic or peripheral reports in this mixed cluster.", + "best_issue_reason": "issue:45092 is the most concrete and actionable report, with a specific model family and a clear failure mode tied to meta initialization.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: a config warning about tied embeddings vs a flash-attention generation failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated bugs; one is a reproduction of an older issue, the other is a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are different failure modes." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: stale indexer cache on second forward vs flash_attention handling of s_aux=None." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection and tokenizer roundtrip failure are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A warning about tie_word_embeddings is not the same as stale num_return_sequences behavior." + }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Reject: both involve SAM3, but one is a dummy Conv2d implementation detail and the other is a model-type mismatch warning; different bugs." + "reason": "Both touch SAM3, but one is a dummy Conv2d placeholder and the other is a config/model-type mismatch warning." }, { - "left": "issue:43906", + "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Reject: an isolated reproduction of an upstream issue is not the same bug as a Gemma pipeline roundtrip failure." + "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma tokenizer roundtripping." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Reject: one is a Qwen3-VL weight-shape loading failure, the other is a tie_word_embeddings warning during LoRA fine-tuning; not the same code-path problem." + "reason": "Weight-shape mismatch during model load is a different issue from the embedding warning." }, { "left": "issue:44877", "right": "issue:46170", "accept": false, - "reason": "Reject: strict config loading for granite_speech and a Windows/ROCm torch.distributed import failure are unrelated." - }, - { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "Reject: one is a Qwen3-Next tied-weights warning, the other is a patchtsmixer post_init policy issue; different model families and failures." + "reason": "Strict config loading and Windows ROCm/torch.distributed import problems are unrelated." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "Reject: unsafe sys.modules access in modeling_utils and a pytest-xdist race in testing utilities are unrelated." + "reason": "Cache length return type and LlamaConfig head_dim validation are separate bugs." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:44188", + "right": "issue:46421", "accept": false, - "reason": "Reject: a StaticCache return-type contract bug is not the same as LlamaConfig rejecting explicit head_dim." + "reason": "Both mention caching/compile, but one is kernel divergence and the other is lazy cache init causing recompilation." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Reject: offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different issues." + "reason": "Dummy layer definition in SAM3 is unrelated to a pipeline batch finalization bug." }, { - "left": "issue:45584", + "left": "issue:45588", "right": "issue:46170", "accept": false, - "reason": "Reject: Whisper empty-transcription generation failure and a Windows/ROCm import dependency issue are unrelated." + "reason": "Flash-attention sink handling and Windows ROCm import dependency issues do not match." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Reject: both concern save_pretrained behavior, but one is tokenizer_class metadata mismatch and the other is missing processor files; same area, not the same bug." + "reason": "Both are save_pretrained-related, but one is tokenizer_class metadata and the other is missing processor files." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Reject: MLukeTokenizer task AttributeError and a performance regression in filtering are unrelated." + "reason": "Tokenizer AttributeError and a performance regression after upgrade are different bugs." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Reject: Transformers 5 custom model init breakage and ESM2 being broken are broad v5 regressions but not the same concrete failure." + "reason": "Custom model initialization regression and ESM2 breakage are not the same concrete failure." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Reject: data filtering slowdown and double optimizer.step under deepspeed are distinct behavioral bugs." + "reason": "Data filtering slowdown and deepspeed double optimizer step are unrelated." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Reject: processor.save_pretrained missing files is unrelated to optimizer.step being called twice with deepspeed." + "reason": "Processor save_pretrained file emission and optimizer stepping behavior are different code paths." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Reject: Whisper timestamp decode crash and Kimi tokenizer codec handling regression are different tokenization/decoding paths." + "reason": "Both are generation/cache related, but they describe different cache/update bugs." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Reject: filtering performance regression and Qwen3.5-Moe from_pretrained errors are unrelated." + "reason": "Performance regression in filtering vs Qwen3.5 MoE from_pretrained failure are not duplicates." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Reject: Gemma eos_token_id inconsistency and AttentionInterface.register behavior change are different configuration/registration bugs." + "reason": "Whisper timestamp decoding crash and Kimi tokenizer regression are unrelated." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Reject: torch.compile branching causing attention kernel divergence is unrelated to Gemma pipeline roundtrip on '\u2581'." + "reason": "EOS token config inconsistency and AttentionInterface.register behavior change are different issues." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Reject: quantized model saving failure and Qwen2.5-GGUF loading failure involve different serialization/load paths." + "reason": "Quantized model saving failure and GGUF loading failure are not the same bug." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Reject: a generic bug report does not establish the same issue as gemma-4 zero3 from_pretrained failure." + "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are too unspecific to be duplicates." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Reject: missing fpn_position_embeddings in SAM3 vision output and missing fields from trust_remote_code AutoConfig are unrelated." + "reason": "SAM3 vision encoder attribute error and trust_remote_code config field loss are unrelated." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Reject: Qwen3.5-Moe Transformers 5 bug and processor.save_pretrained missing files are different subsystems and failures." + "reason": "Qwen3-VL-Moe loading and processor save_pretrained file output are different failures." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Reject: AutoModel ImportError for missing PyTorch and Sentence Transformers hanging on load are different startup problems." + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are distinct problems." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "Reject: TF32 API settings guidance and old InternVL2 remote-code/meta-init incompatibility are unrelated." + "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are unrelated." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Reject: SAM3 vision encoder output attribute error and Qwen2.5-VL video vision_position_ids bug are different model families." - }, - { - "left": "issue:41628", - "right": "issue:44933", - "accept": false, - "reason": "Reject: AutoImageProcessor import failure and non-existent image_utils import are both import errors, but from different symbols and code paths." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "Reject: generation kwargs update after sync_gpus and missing GenerationMixin cache during chunked_prefill are not the same bug." - }, - { - "left": "issue:44188", - "right": "issue:46421", - "accept": false, - "reason": "Reject: kernel divergence under torch.compile and cache lazy initialization causing recompilation are different performance/correctness issues." + "reason": "SAM3 video encoder attribute error and Qwen2.5-VL vision_position_ids bug are different model-specific issues." } ] }, @@ -12768,44 +12690,42 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ - "issue:30333", "issue:30990", - "issue:33290", "issue:35141", "issue:36010", "issue:41628", "issue:42175", - "issue:42222", "issue:42673", "issue:42831", "issue:42898", "issue:42994", - "issue:43065", "issue:43232", "issue:43278", "issue:43377", + "issue:43504", "issue:43525", "issue:43704", + "issue:43723", "issue:43784", "issue:43824", - "issue:43901", + "issue:43873", + "issue:43976", "issue:44038", "issue:44188", "issue:44222", "issue:44242", "issue:44351", - "issue:44373", "issue:44496", "issue:44568", - "issue:44623", "issue:44792", + "issue:44933", + "issue:44945", "issue:44964", "issue:45081", "issue:45103", "issue:45137", - "issue:45200", "issue:45310", "issue:45375", "issue:45406", @@ -12813,252 +12733,266 @@ "issue:45561", "issue:45600", "issue:45712", - "issue:45812", + "issue:45753", "issue:46077", "issue:46123", "issue:46202", + "issue:46326", "issue:46399" ], "soft_pairs": [ + "issue:41628|issue:44933", "issue:45375|issue:45478", - "issue:42994|issue:43525", + "issue:45406|issue:46202", "issue:45310|issue:45375", + "issue:43723|issue:46326", + "issue:42994|issue:43525", "issue:43784|issue:46399", "issue:42673|issue:43704", - "issue:45081|issue:45103", + "issue:43873|issue:44945", + "issue:43232|issue:44188", "issue:44964|issue:45137", + "issue:45081|issue:45103", "issue:41628|issue:44351", - "issue:45406|issue:46202", - "issue:42994|issue:43824", + "issue:44945|issue:45753", "issue:44222|issue:45310", + "issue:42994|issue:43824", "issue:44038|issue:45310", + "issue:43232|issue:44792", "issue:36010|issue:41628", "issue:42831|issue:44222", - "issue:42175|issue:45712", "issue:46077|issue:46123", + "issue:42175|issue:45712", "issue:44496|issue:45561", + "issue:43504|issue:45561", "issue:45561|issue:45600", - "issue:43232|issue:44792", + "issue:42175|issue:44933", + "issue:43976|issue:44933", "issue:43377|issue:44242", - "issue:43901|issue:45561", "issue:30990|issue:35141", - "issue:42898|issue:44568", "issue:43278|issue:45137", - "issue:30333|issue:33290", - "issue:44623|issue:45310", - "issue:44188|issue:44373", - "issue:43065|issue:46123", - "issue:42222|issue:45200", - "issue:42898|issue:45812" + "issue:42898|issue:44568" ], - "prepared_review_unit_hash": "8300855820eb2c344ba85ef019bc907532d602a4b8fdeb2cc91246cc71c6fef7", + "prepared_review_unit_hash": "5b78ae1e185481f287e119ca32c9176666e70c49e68f61ff5b689eab3544d738", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36665, - "estimated_input_tokens": 9167, - "estimated_eval_tokens": 18590 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36334, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is still mostly heterogeneous, but the evidence supports at least two clear duplicate pairs: the repeated Qwen3ForCausalLM VRAM leak report (42673/43704) and the repeated Qwen3.5 MoE from_pretrained error (45310/45478). Outside those, the soft links mostly span different bugs, models, or subsystems.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45310 is the strongest issue anchor because it is a concrete Qwen3.5 MoE from_pretrained regression and has an exact duplicate in issue:45478, with nearby Qwen/MoE issues making it the most central representative of that subgroup.", + "summary": "The packet contains two clear duplicate issue pairs overall: the surfaced soft-edge pair 42673/43704, and an additional exact-title pair 45310/45478 that also looks like a true duplicate even though it was not included in the soft edges. Most other candidates share a subsystem or model family but do not look like the same concrete bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is an exact duplicate anchor, older than 43704, and has the richer discussion record. It also represents one of the two clear duplicate pairs visible in the packet.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best global issue candidate for the cluster because it anchors the densest coherent subset and is backed by an exact duplicate pair, while most other items are unrelated false-positive matches.", + "best_issue_reason": "issue:42673 is the strongest overall issue candidate for triage because it is a clean duplicate representative with the most context. The packet also contains another exact-title duplicate pair, 45310/45478, but 42673 is still the better canonical anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they target different missing symbols in different modules, so they do not look like the same bug." + }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same broad Qwen family, but different bugs: missing config field vs from_pretrained loading error." + "reason": "Same model family, but one is about a missing config field and the other is a from_pretrained loading error; not the same concrete defect." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:45406", + "right": "issue:46202", "accept": false, - "reason": "Different failure modes and APIs: quantized model saving vs Llama4Config missing pad_token_id." + "reason": "Both involve Gemma-related loading/tokenization behavior, but the symptoms are different enough that they do not look like one bug." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both Qwen-related, but one is a MoE loading regression and the other is a missing vision config field." + "reason": "These mention the same general Qwen3.5 MoE area, but one is a from_pretrained error and the other is a missing vision config field." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different code paths and symptoms." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "One is a quantized model saving failure, the other is a missing config attribute on Llama4Config; they are not the same bug." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Unrelated import-name error vs Qwen3.5 kernel registration error; not the same code path." + "reason": "An import-time NameError in sentence-transformers and a Qwen3.5 kernel-registration crash are unrelated failure modes." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same symptom: Qwen3ForCausalLM VRAM leak with multiple dataloader threads." + "reason": "Exact same VRAM-leak report for Qwen3ForCausalLM in multiple dataloader threads." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output corruption are different runtime problems." + }, + { + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Both raise AttributeError, but they concern unrelated subsystems and root causes." + "reason": "Generation kwargs handling after sync_gpus is not the same issue as attention-kernel divergence under torch.compile." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Different problems: multimodal model load failure vs DeepSpeed ZeRO3 deque underflow." + "reason": "Model loading failure for a multimodal checkpoint and a DeepSpeed ZeRO3 deque error are different defects." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "A tokenizer regex patch crash and an auto_docstring AttributeError involve different subsystems." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and unrelated code paths." + "reason": "Both are import errors, but they concern different exported names and do not point to the same failure path." }, { - "left": "issue:45406", - "right": "issue:46202", + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output issues and an infinite loop on a specific image are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Gemma4 processor tokenization crash and Gemma pipeline roundtrip failure are distinct issues." + "reason": "Both mention Qwen3.5/MoE/FP8-adjacent areas, but one is FP8 save_pretrained and the other is a from_pretrained loading error." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Different serialization/import bugs: quantized save failure vs missing Qwen2_5_VLForConditionalGeneration export." + "reason": "Quantized model saving and a missing Qwen2.5-VL import are unrelated issues." }, { - "left": "issue:44222", + "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Related Qwen/MoE context, but one is FP8 save_pretrained and the other is a loading regression." + "reason": "Same broader Qwen3 family, but the model/version and failure mode differ enough that this is not clearly one bug." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Same rough family name, but different model variant and different failure mode." + "reason": "Generation kwargs handling and a janus image-generation test failure do not share the same concrete defect." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Distinct import failures for different APIs: GenerationMixin vs AutoImageProcessor." + "reason": "Both are import regressions, but they affect different APIs and different missing names." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy issue and FP8 save_pretrained failure are not the same bug." - }, - { - "left": "issue:42175", - "right": "issue:45712", - "accept": false, - "reason": "Packaging/backend dependency issue vs leftover dummy-class cleanup issue." + "reason": "Both involve FP8, but one is an accuracy issue and the other is a save_pretrained issue; not the same bug." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Different functional regressions: attention-mask construction vs batch finalization in generation pipeline." - }, - { - "left": "issue:44496", - "right": "issue:45561", - "accept": false, - "reason": "Unrecognized model config and xdist file race are unrelated." - }, - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Generation kwargs/sync_gpus bug vs janus image-generation test failure are not the same code-path issue." + "reason": "Bidirectional attention mask construction and final-partial-batch result dropping are unrelated behaviors." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "MIMI padding-mask bug and MoE router-loss omission are different model-specific regressions." + "reason": "A packaging/backend dependency issue and leftover dummy-class cleanup are different maintenance problems." }, { - "left": "issue:43901", + "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Documentation mismatch vs xdist file race; no shared underlying bug." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Sentence-transformers loading stall and embedding reinitialization are unrelated." + "reason": "Model config loading failure and a pytest-xdist file race do not share the same code path." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different behaviors and different models." + "reason": "Legacy-field preset loading and xdist capture-file racing are unrelated issues." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Embedding dtype drift in evaluation and a DeepSpeed deque error are unrelated." + "reason": "A testing-utils race and stale auto_mappings references are different bugs." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "MLflow reporting on failed jobs and Adafactor OOM in DeepSpeed are separate issues." + "reason": "Backend dependency installation and an image_utils import exposure problem are unrelated." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Processor save_pretrained missing files is a different serialization bug from Qwen3.5 MoE loading." + "reason": "Python-version compatibility and an import exposure error are different failure modes." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Torch.compile attention-kernel divergence and a wrong docstring are not the same change or bug." + "reason": "Missing padding-mask support and omitted load-balancing loss are different model behaviors." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and a partial-batch pipeline bug are unrelated." + "reason": "SentenceTransformers loading stall and embedding reinitialization after resize are unrelated." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Broken VitPose models and Gemma4 token_type_ids defaulting are different model issues." + "reason": "Training/eval dtype mismatch and a ZeRO3 deque underflow are different failures." }, { "left": "issue:42898", - "right": "issue:45812", + "right": "issue:44568", "accept": false, - "reason": "Tokenizer cleanup behavior and Granite token ID regression are separate tokenizer bugs." + "reason": "Both are tokenizer behavior changes in v5, but one is cleanup-space semantics and the other is BOS/EOS insertion." } ] }, "evaluator_result": { "accept": false, - "feedback": "The analysis is mostly conservative, but the summary overstates the evidence by saying the only clear duplicate is the Qwen3ForCausalLM VRAM leak report. The packet also contains an exact duplicate pair for issue:45310 and issue:45478 (same title and same Qwen3.5 MoE from_pretrained error), so the cluster has at least two clear duplicates. Because the summary misses that grounded fact, I can\u2019t accept it." + "feedback": "The summary overstates uniqueness: the packet contains another exact-title pair, issue:45310 and issue:45478, which also looks like a duplicate candidate. Because the analyst only accepted 42673/43704 and then claimed there was \u2018only one pair\u2019 that looked like a true duplicate, the triage conclusion is not fully grounded. Several soft-edge rejections are plausible, but a few reasons go beyond the packet\u2019s evidence by asserting concrete defect differences that are not visible here." }, "evaluator_used": true, "retried": true, @@ -13077,31 +13011,30 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ + "issue:22355", "issue:27957", + "issue:28282", "issue:30333", + "issue:33290", "issue:34689", "issue:35141", "issue:36331", - "issue:41628", - "issue:42175", - "issue:42757", + "issue:42222", + "issue:42796", "issue:42831", "issue:42898", - "issue:43232", - "issue:43475", "issue:43479", + "issue:43644", "issue:43723", "issue:43784", "issue:43824", "issue:43874", - "issue:43976", "issue:44016", "issue:44060", "issue:44075", "issue:44079", - "issue:44206", "issue:44222", "issue:44295", "issue:44297", @@ -13112,290 +13045,277 @@ "issue:44779", "issue:44869", "issue:44933", - "issue:44977", "issue:45092", "issue:45103", "issue:45125", + "issue:45200", "issue:45245", "issue:45310", "issue:45356", "issue:45405", "issue:45656", "issue:45712", + "issue:45812", "issue:46132", + "issue:46209", "issue:46231", - "issue:46305", - "issue:46326", - "issue:46424" + "issue:46431" ], "soft_pairs": [ + "issue:30333|issue:33290", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:42898|issue:45812", "issue:43723|issue:44568", "issue:44016|issue:46231", - "issue:43784|issue:43824", "issue:43874|issue:45092", + "issue:43784|issue:43824", "issue:44734|issue:45103", "issue:42898|issue:44779", "issue:42898|issue:45356", - "issue:43723|issue:46326", "issue:44295|issue:45656", - "issue:42175|issue:44933", "issue:42898|issue:44448", "issue:44060|issue:45125", "issue:44075|issue:46231", "issue:45405|issue:45712", - "issue:43976|issue:44933", "issue:44222|issue:44297", "issue:44933|issue:45712", "issue:44297|issue:45656", "issue:27957|issue:30333", "issue:30333|issue:34689", "issue:44448|issue:46132", - "issue:44222|issue:44623", - "issue:42831|issue:44623", - "issue:43479|issue:44079", - "issue:30333|issue:36331", - "issue:30333|issue:35141", - "issue:45245|issue:46132", - "issue:43479|issue:44869", - "issue:41628|issue:42757", - "issue:44297|issue:45310", - "issue:43475|issue:46305", - "issue:43723|issue:44977", - "issue:44206|issue:45103", - "issue:43232|issue:46424" + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:46209|issue:46431", + "issue:45245|issue:46132" ], - "prepared_review_unit_hash": "bebf78c633795bb1b39c293bb620c3823a11e2d4444fbc069e48712d284b30cb", + "prepared_review_unit_hash": "811e1ffa6f9c6d4e5fde23a4257ae52c9c7ee6e6e404bec18362b5dc3dc96a94", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37998, - "estimated_input_tokens": 9500, - "estimated_eval_tokens": 19256 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37096, + "estimated_input_tokens": 9274, + "estimated_eval_tokens": 18804 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly false-positive similarity links across unrelated Transformers issues. None of the soft pairs look like the same underlying bug, so I would reject all of them. No PRs are present. There is no single true canonical issue for the set; if forced to pick one representative, issue:44297 is the clearest standalone bug report.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is a heterogeneous mix of unrelated Transformers issues: tokenizer regressions, model-loading/import errors, training/runtime bugs, docs/notebook problems, and FP8/deepspeed edge cases. The soft-similarity links do not indicate true duplicates, so all soft edges should be rejected.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45812 is the clearest high-impact, well-scoped bug report in the set: a broad silent tokenizer regression affecting all Granite models, with a concrete symptom and likely actionable fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44297 is the most concrete, narrowly scoped bug report among otherwise unrelated issues.", + "best_issue_reason": "issue:45812 is the strongest standalone issue for triage because it describes a clear, broadly affecting regression with strong user impact and a specific failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow failure reporting vs deepspeed Adafactor OOM are unrelated training bugs with different symptoms and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained missing files and Qwen3.5 Moe from_pretrained failures are different APIs and different regressions." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug and Whisper timestamp decode crash are unrelated model/config vs decoding issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are different model-family problems." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization with None and ModelOutput key assignment are unrelated code paths." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behavior and different model families; not the same underlying bug." + }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer problems: from_pretrained loading vs add_special_tokens/BOS-EOS behavior." + "reason": "Tokenizer loading failure and missing BOS/EOS insertion are distinct tokenizer bugs with different fixes." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and a docstring/parameter-name mismatch are unrelated." + "reason": "Notebook syntax error and documentation parameter mismatch are not the same issue." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Distinct import failures in different packages/classes with different missing symbols." + "reason": "Missing image-processor method and remote-code checkpoint/meta-init incompatibility are different multimodal failures." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Both are multimodal loading issues, but on different models and different failure modes." + "reason": "Sentence-transformers import NameError and missing Qwen2.5-VL import are separate import/dependency problems." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache indexing bug vs auto-docstring annotations crash; unrelated code paths." + "reason": "KV-cache continuation crash in serve and auto_docstring annotation crash are unrelated subsystems." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenizers, but one is a cleanup-behavior regression and the other is Deepseek-specific incorrect output." + "reason": "Both mention v5 tokenizer regressions, but the affected models and failure mechanisms differ; not mergeable as one fix." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Separate tokenizer regressions affecting different model families and different causes." - }, - { - "left": "issue:43723", - "right": "issue:46326", - "accept": false, - "reason": "Generic tokenizer loading issue vs mistral_common continue_final_message logic bug." + "reason": "clean_up_tokenization_spaces behavior and Kimi codec-handling regression are distinct tokenizer issues." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer reading and deepspeed double optimizer step are unrelated." - }, - { - "left": "issue:42175", - "right": "issue:44933", - "accept": false, - "reason": "Backend dependency packaging issue vs missing image_utils import; different subsystems." + "reason": "position_ids buffer read error and double optimizer-step in deepspeed are unrelated runtime bugs." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Different v5 regressions: cleanup-space behavior vs Pegasus output differences." + "reason": "Tokenizer cleanup behavior and Pegasus v4/v5 output differences are different regression reports." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Qwen model bugs, but different classes and different underlying faults." + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are separate Qwen model-class issues." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer argument handling vs documentation typo; not the same bug." + "reason": "SGD args ignored is a behavior bug; the other item is only a docs parameter-name mismatch." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version bump and leftover dummy classes are unrelated maintenance issues." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python-version compatibility regression vs missing image_utils import; unrelated." + "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance problems." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained issue and tokenizer_class metadata mismatch are different failures." + "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch are different save-pretrained bugs." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import and dummy class cleanup are separate problems." - }, - { - "left": "issue:44297", - "right": "issue:45656", - "accept": false, - "reason": "Tokenizer config metadata bug vs deepspeed optimizer stepping bug; unrelated." + "reason": "Nonexistent image_utils import and dummy-class cleanup are unrelated repository hygiene issues." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "FlashAttention model support and MLflow reporting on failed training are unrelated." + "reason": "Flash Attention 2 with XLMRoberta and MLflow failure reporting are entirely different subsystems." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow failure-status reporting vs a Llama 3.2 vision model loading regression." + "reason": "MLflow reporting on failure and Llama 3.2 Vision model loading break are unrelated issues." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Output regression in a specific model vs AttentionInterface.register behavior change; different scope and cause." + "reason": "Pegasus output regression and AttentionInterface.register behavior change are separate code paths." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer load failure are both tokenizer-related but not the same bug." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Different save_pretrained paths: FP8 MoE serialization vs processor file export." + "reason": "FP8 moe save_pretrained and processor.save_pretrained missing files involve different object types and failure modes." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issue and missing processor files are unrelated." + "reason": "FP8 accuracy loss and processor save_pretrained missing files are unrelated." }, { "left": "issue:43479", - "right": "issue:44079", + "right": "issue:43644", "accept": false, - "reason": "Multimodal config initialization bug vs ModelOutput None-key assignment bug." + "reason": "Default config initialization and non-persistent buffer junk filling are different initialization bugs." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Failed-job MLflow reporting and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "MLflow job-failure reporting and CustomTrainer.compute_loss signature break are unrelated trainer bugs." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-status reporting vs embedding reinitialization on resize are different bugs." - }, - { - "left": "issue:45245", - "right": "issue:46132", - "accept": false, - "reason": "Category-count runtime limit and AttentionInterface behavior change are unrelated." - }, - { - "left": "issue:43479", - "right": "issue:44869", - "accept": false, - "reason": "Different issues in different components: multimodal config defaults vs Whisper timestamp decoding." - }, - { - "left": "issue:41628", - "right": "issue:42757", - "accept": false, - "reason": "Missing transformers export and missing huggingface_hub export are different import issues." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Tokenizer metadata mismatch vs Qwen3.5 MoE from_pretrained regression are not the same defect." - }, - { - "left": "issue:43475", - "right": "issue:46305", - "accept": false, - "reason": "SAM 3 video attribute error and Moonshine streaming off-by-one are unrelated." + "reason": "MLflow failure reporting and embedding resize reinitialization are unrelated issues." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation bug are different code paths." + "reason": "Missing transformers.onnx module and missing PyTorch for AutoModel are different ImportErrors with different causes." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:46209", + "right": "issue:46431", "accept": false, - "reason": "Feature extractor crash from unsupported arg vs auto-docstring annotations crash; unrelated." + "reason": "FP8 inference on B200 and missing chat template in processor are unrelated issues." }, { - "left": "issue:43232", - "right": "issue:46424", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "Generation kwargs update bug vs cache max length handling only for quantized cache; not the same issue." + "reason": "Category-count runtime error and AttentionInterface.register behavior change are unrelated." } ] }, @@ -13417,30 +13337,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ - "issue:22355", - "issue:27957", - "issue:28282", "issue:30990", "issue:38175", "issue:41628", + "issue:42757", "issue:42831", "issue:42907", "issue:43122", "issue:43232", - "issue:43408", + "issue:43475", "issue:43479", "issue:43644", "issue:43723", - "issue:43824", - "issue:43873", "issue:44038", "issue:44190", + "issue:44206", "issue:44222", "issue:44261", "issue:44263", + "issue:44279", "issue:44295", + "issue:44297", "issue:44360", "issue:44373", "issue:44483", @@ -13451,9 +13370,10 @@ "issue:44829", "issue:44871", "issue:44913", - "issue:44945", + "issue:44977", "issue:45071", "issue:45092", + "issue:45103", "issue:45310", "issue:45357", "issue:45381", @@ -13464,250 +13384,244 @@ "issue:46082", "issue:46209", "issue:46305", - "issue:46402", + "issue:46328", "issue:46421", - "issue:46431" + "issue:46424" ], "soft_pairs": [ + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:43475|issue:46305", + "issue:43122|issue:46209", + "issue:43723|issue:44977", "issue:45381|issue:46305", "issue:45071|issue:46082", - "issue:44734|issue:46421", + "issue:43232|issue:46424", + "issue:44206|issue:45103", "issue:44222|issue:44484", "issue:44263|issue:45092", - "issue:43873|issue:44945", - "issue:46209|issue:46431", + "issue:44734|issue:46421", "issue:43232|issue:45834", "issue:44373|issue:44485", "issue:44295|issue:44623", "issue:44190|issue:46082", "issue:43723|issue:44871", - "issue:43122|issue:46209", "issue:44483|issue:45406", + "issue:44279|issue:46328", "issue:44263|issue:44360", "issue:42907|issue:46050", - "issue:43479|issue:43644", "issue:30990|issue:38175", "issue:44261|issue:45092", "issue:45092|issue:45357", "issue:43644|issue:46305", "issue:42831|issue:45310", "issue:44829|issue:46002", - "issue:22355|issue:28282", "issue:44263|issue:44373", - "issue:41628|issue:43824", - "issue:42831|issue:44038", "issue:43479|issue:44913", - "issue:43408|issue:46402", - "issue:22355|issue:27957" + "issue:42831|issue:44038" ], - "prepared_review_unit_hash": "567cd44df5c0cb1655e5e4f352335ba2aedc7d1e7a7394f70f1c9b619a3b6e54", + "prepared_review_unit_hash": "db72b15cc94c5fb6e6a2c74034de18ab0918d772b570ff3a15dc35e8c9e05c83", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36312, - "estimated_input_tokens": 9078, - "estimated_eval_tokens": 18412 + "serialized_chars": 36396, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose collection of Transformers issues around loading, config, quantization, and generation regressions, but the soft pairs do not describe the same underlying bug/change. I would not merge any of the candidate pairs.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45092 is the best representative anchor: it is a concrete Transformers v5 compatibility/loading regression and sits near the broadest shared theme in this set, even though the items are ultimately heterogeneous.", + "summary": "This is not a true duplicate cluster: the items span many unrelated Transformers bugs and regressions (imports, tokenization, quantization, cache, generation, save/load, and model-specific failures). The soft pairs are mostly superficial keyword matches, not the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a valid canonical representative because the cluster contains unrelated reports rather than one duplicated defect.", "canonical_pr_reason": null, - "best_issue_reason": "45092 is the strongest triage anchor because it describes a clear user-facing failure with a specific code path and broader impact than the more niche or documentation-only items.", + "best_issue_reason": "No issue is a strong global canonical choice for the same reason: the items do not converge on one concrete bug or code path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures: AutoImageProcessor vs is_offline_mode; unrelated APIs and code paths." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs Qwen3.5 from_pretrained failure; different layers of the load/save stack." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 vision encoder attribute error vs Moonshine streaming mask off-by-one; unrelated models and bugs." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer version behavior change vs FP8 inference failure on B200; no shared underlying defect." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading issue vs Qwen3.5 flash-attention generation bug; different failure modes." + }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both mention positional/windowing, but one is qwen2.5-vl video vision_position_ids and the other is MoonshineStreaming mask off-by-one; different code paths." + "reason": "Qwen2.5-VL vision_position_ids bug vs Moonshine streaming window off-by-one; distinct mechanisms." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Generic PretrainedConfig type-checking regression vs LlamaConfig head_dim validation; unrelated failures." + "reason": "PretrainedConfig type-checking regression vs LlamaConfig head_dim validation; separate config behaviors." }, { - "left": "issue:44734", - "right": "issue:46421", + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation sync_gpus kwargs bug vs cache max_cache_length semantics; different cache/generation paths." + }, + { + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation tensor indexing crash in serve vs lazy cache init causing recompilation; not the same bug." + "reason": "LaserFeatureExtractor center-arg crash vs auto_docstring AttributeError from annotations; unrelated code." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained failure vs a question about max_shard_size default; different issues." + "reason": "FP8 save_pretrained bug vs max_shard_size default question; not the same issue." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "DSA indexer torch.split handling vs remote-code/meta-init incompatibility; unrelated code paths." + "reason": "torch.split return-value bug in a DSA indexer vs remote-code checkpoint meta-init incompatibility; unrelated." }, { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization/offloading behavior vs pipeline parallelism output corruption; distinct execution problems." - }, - { - "left": "issue:46209", - "right": "issue:46431", + "left": "issue:44734", + "right": "issue:46421", "accept": false, - "reason": "FP8 inference on B200 vs missing chat template in a processor; unrelated subsystems." + "reason": "serve KV-cache indexing crash vs cache lazy-init recompilation; different cache problems." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs after sync_gpus vs long OCR input indexing in Kosmos2.5; different bugs." + "reason": "Generation kwargs handling after sync_gpus vs Kosmos2.5 long-OCR index error; no shared code path." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring typo for position_ids vs GLM-5 RoPE implementation discussion; not the same underlying change." + "reason": "Docstring error for position_ids vs GLM-5 RoPE implementation discussion; documentation vs implementation." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading a registered buffer error vs processor.save_pretrained missing files; different save/load problems." + "reason": "position_ids buffer read error vs processor.save_pretrained missing files; separate serialization issues." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading script issue vs LlamaConfig head_dim validation; unrelated." + "reason": "Example script cannot load local dataset vs LlamaConfig head_dim validation; unrelated problems." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regression in v5 vs Gemma eos_token_id mismatch; different components." + "reason": "AutoTokenizer.from_pretrained loading issue vs Gemma-3 eos_token_id config mismatch; different tokenizer/config bugs." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer output drift across versions vs FP8 inference on B200; unrelated." + "reason": "Chat completions request rejection vs Gemma4Processor missing _tokenizer; unrelated server/processor failures." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "chat/completions request handling regression vs Gemma4Processor missing _tokenizer; separate bugs." + "reason": "Generic dependency issue vs padding inefficiency in SequenceFeatureExtractor; not the same bug." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both are in the DSA area, but one is torch.split return handling and the other is a missing ReLU; different fixes." + "reason": "torch.split return values vs missing ReLU in DSA indexer; distinct implementations and symptoms." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Both involve save/load of quantized models, but the model types and serialization paths differ; not the same concrete bug." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Default vision/audio config initialization vs non-persistent buffers being filled with junk; distinct initialization bugs." + "reason": "Failed dequantized save on Ministrals/Devstrals vs sinq quantized model round-trip breakage; different quantization paths." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading stall vs unexpected zero probabilities in siglip2; unrelated symptoms." + "reason": "Sentence Transformers loading hang vs zero probabilities in siglip2-base-patch16-224; unrelated model behaviors." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision error vs meta-initialization incompatibility; different numerical vs loading issues." + "reason": "MLA layernorm eps precision issue vs InternVL2 meta-init incompatibility; different model families and fixes." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Remote-code checkpoint/meta-init incompatibility vs incorrect visual encoder keys saved in save_pretrained; different stages and failures." + "reason": "InternVL2 meta-init incompatibility vs Qwen3.5 save_pretrained wrong visual encoder keys; both model-specific but not the same defect." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer junk values vs sliding-window mask off-by-one; unrelated." + "reason": "Non-persistent buffer junk filling vs Moonshine sliding-window off-by-one; unrelated bugs." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5-MoE from_pretrained error; distinct failures." + "reason": "FineGrainedFP8 accuracy degradation vs Qwen3.5 MoE loading error; different failure classes." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Degenerate training with flash_attention_3 vs NaNs in classification heads at checkout/init; different model behaviors." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Missing transformers.onnx module vs AutoModel PyTorch dependency ImportError; different import problems." + "reason": "flash_attention_3 training collapse vs NaNs after checkout/init; both training-related but not the same concrete bug." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Indexer logic bug vs a docstring issue; not the same bug." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Missing AutoImageProcessor import vs missing Qwen2_5_VLForConditionalGeneration import; different symbols and model families." - }, - { - "left": "issue:42831", - "right": "issue:44038", - "accept": false, - "reason": "FineGrainedFP8 accuracy regression vs Qwen3-VL-Moe bug; unrelated." + "reason": "DSA indexer torch.split bug vs wrong position_ids docstring; one is runtime behavior, the other documentation." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Default config initialization bug vs rotary_pct not persisting on reload; different config fields." - }, - { - "left": "issue:43408", - "right": "issue:46402", - "accept": false, - "reason": "sam3_video/sam3_tracker type warning vs Sam3Model text encoder weights not loaded; separate loading issues." - }, - { - "left": "issue:22355", - "right": "issue:27957", - "accept": false, - "reason": "Missing module import vs XLM-RoBERTa Flash Attention 2 behavior; unrelated." + "reason": "Phi4MultimodalConfig default-init bug vs GPTNeoXConfig rotary_pct not persisting on reload; separate config serialization issues." } ] }, @@ -13729,9 +13643,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ + "issue:22355", "issue:27957", + "issue:28218", "issue:30990", "issue:33357", "issue:39401", @@ -13739,280 +13655,285 @@ "issue:42371", "issue:42757", "issue:42796", + "issue:42831", "issue:42886", "issue:42907", "issue:42994", "issue:43066", - "issue:43116", "issue:43122", "issue:43232", "issue:43408", "issue:43550", "issue:43576", "issue:43646", - "issue:43723", "issue:43756", "issue:43784", + "issue:43824", "issue:43937", - "issue:44038", + "issue:43976", "issue:44060", "issue:44117", + "issue:44188", "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44360", "issue:44368", "issue:44373", - "issue:44485", + "issue:44488", + "issue:44521", "issue:44568", "issue:44704", "issue:44945", - "issue:44964", - "issue:45200", "issue:45278", - "issue:45290", "issue:45593", - "issue:45600", "issue:45753", "issue:46002", "issue:46132", "issue:46305", - "issue:46369" + "issue:46369", + "issue:46402" ], "soft_pairs": [ - "issue:44945|issue:45753", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:22355|issue:27957", "issue:39401|issue:44568", + "issue:42796|issue:43122", "issue:42757|issue:45278", + "issue:42831|issue:45753", "issue:27957|issue:30990", "issue:42886|issue:43066", + "issue:22355|issue:28218", "issue:44368|issue:46305", - "issue:42796|issue:43723", + "issue:43232|issue:45593", "issue:42886|issue:42994", "issue:43408|issue:46369", "issue:43550|issue:46132", "issue:43646|issue:46002", "issue:43576|issue:43784", "issue:42371|issue:44263", - "issue:44295|issue:44297", "issue:44117|issue:44704", + "issue:44295|issue:44297", + "issue:44188|issue:44373", "issue:30990|issue:33357", "issue:42907|issue:44945", - "issue:43232|issue:45593", + "issue:43756|issue:44060", "issue:44261|issue:44373", - "issue:42796|issue:43122", "issue:42907|issue:43937", + "issue:43976|issue:44945", "issue:41628|issue:45278", - "issue:42907|issue:44964", - "issue:44704|issue:45290", - "issue:43784|issue:45600", - "issue:43116|issue:45200", - "issue:44360|issue:44485", - "issue:44038|issue:44297", - "issue:43756|issue:44060" + "issue:39401|issue:44488", + "issue:43122|issue:44521" ], - "prepared_review_unit_hash": "18f2c99227f1404dc4a1482d850219bd755d33b11a2e45a5bc4976ab6dff456a", + "prepared_review_unit_hash": "258fb2d7c38b2351e3bb292e66a7c879c9de05943455b8ffd61eafcfa7142f84", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 35935, - "estimated_input_tokens": 8984, - "estimated_eval_tokens": 18224 + "soft_pair_count": 30, + "serialized_chars": 36208, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it groups many unrelated issue reports across tokenizers, model loading, generation, quantization, and import regressions. I found no soft-edge pair that looks like the same underlying bug/change.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #45278 is the broadest, most umbrella-like regression report in the set ('many import errors after update'), so it is the closest thing to a representative issue for this otherwise mixed cluster.", + "summary": "The set is mostly a loose semantic cluster of transformers issues, but the soft pairs are not true duplicates. They span distinct models, regressions, and code paths, so I rejected all soft merges and picked the broad import-regression issue as the best umbrella representative.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45278 is the broadest and most general report here: a multi-import regression after upgrading Transformers, which makes it the best umbrella issue among otherwise unrelated, model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "#45278 is the best single representative because it captures a general upgrade/import regression pattern and is the most likely anchor for nearby variant reports, even though the cluster is not truly duplicate-heavy.", + "best_issue_reason": "issue:45278 is the most reusable representative for triage because it covers a broad class of import failures rather than a single model or narrow API quirk.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different regressions; not the same concrete failure." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but one is a model-type warning and the other is missing text-encoder weights; different bugs." + }, + { + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "Both mention incorrect outputs, but one is pipeline parallelism and the other is image-specific Qwen3_5 looping; different models and code paths." + "reason": "One is a missing package/module import, the other is a Flash Attention model issue; unrelated code paths." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer bugs, but one is offset_mapping computation and the other is add_special_tokens/BOS-EOS insertion; not the same failure." + "reason": "Both are tokenizer bugs, but they affect different models and behaviors: offset mapping vs special-token insertion." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Similar tokenization theme, but one is a specific BPE-marker handling bug and the other is a version-to-version tokenization regression; not the same issue." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both are import-related regressions, but one is a missing huggingface_hub symbol and the other is a broad post-upgrade import-error report; not the same concrete bug." + "reason": "The first is a specific missing import from huggingface_hub; the second is a broad upgrade-related import regression, not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy loss in FineGrainedFP8 is unrelated to a model-specific infinite loop on one image." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Sentence Transformers hanging on load." + "reason": "Flash Attention support for XLM-Roberta and Sentence-Transformers loading stalls are different failure modes." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer subsystems with different symptoms." + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer/configuration problems." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "A missing transformers.onnx module and an added-token spacing bug are unrelated." }, { "left": "issue:44368", "right": "issue:46305", "accept": false, - "reason": "A tie_word_embeddings warning and a sliding-window mask off-by-one are unrelated model/config vs streaming-mask bugs." + "reason": "A tied-embeddings warning and a streaming mask off-by-one are different subsystems and symptoms." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Both involve tokenizer loading, but one is BPE-marker handling and the other is AutoTokenizer load failure in v5; distinct root causes." + "reason": "Generation keyword update logic and D-FINE denoising losses are unrelated." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer cache loading offline and quantized model saving failure are separate code paths." + "reason": "Offline tokenizer cache loading and quantized model saving are different code paths." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "A model-type warning during instantiation is unrelated to SAM3 LiteText memory overflow." + "reason": "Both involve Sam3, but one is a model mismatch warning and the other is a memory overflow; not the same bug." }, { "left": "issue:43550", "right": "issue:46132", "accept": false, - "reason": "torch.compile/SDPA failure in a model is not the same as AttentionInterface.register changing function behavior." + "reason": "torch.compile SDPA failure in Bamba and AttentionInterface.register behavior changes are distinct attention-related issues." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are different bugs with different failure modes." + "reason": "Custom model initialization breakage and NaNs in classification heads are different problems." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken env CLI command and a NameError importing sentence-transformers are distinct import/CLI issues." + "reason": "A broken CLI command and a NameError during sentence-transformers import are unrelated." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 configuration guidance and a torch.split return-value bug are unrelated." + "reason": "TF32 API guidance and a torch.split return-value issue do not share the same underlying bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping lookup returning None and AutoProcessor kwargs forwarding are separate from_pretrained issues." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading position_ids after buffer registration and tokenizer_class metadata mismatch are different serialization/runtime problems." + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save are unrelated." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not passing kwargs to cached_file are separate loader issues." + "reason": "A torch.compile attention-kernel divergence bug and a docstring typo are not the same issue." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading hang in Sentence Transformers and a MacOS bus error with a CLIP model are not the same bug." + "reason": "Loading hang for Sentence-Transformers and a Mac bus error on CLIP are different runtime failures." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Dequantized Ministral/Devstral save failures and pipeline-parallelism output errors are unrelated." + "reason": "Quantized model save failure and incorrect output under pipeline parallelism are unrelated." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "A generation sync_gpus/update kwargs issue and missing auxiliary losses in D-FINE are different code paths." + "reason": "Different model configuration bugs: RoPE layer dropping versus incorrect tied-weights warning." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "A q_a_layernorm epsilon precision bug and a wrong docstring for position_ids are not the same underlying change." - }, - { - "left": "issue:42796", - "right": "issue:43122", - "accept": false, - "reason": "Both are tokenizer-related, but one is BPE-marker handling and the other is version-to-version tokenization drift; different mechanics." + "reason": "Layernorm epsilon precision bug and a docstring issue are unrelated." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Model save failure and invalid GenerationConfig for GLM-5 are separate failure modes." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "Missing AutoImageProcessor import and broad import errors after upgrade are both import regressions, but not the same symbol/path failure." - }, - { - "left": "issue:42907", - "right": "issue:44964", - "accept": false, - "reason": "Quantized model saving and Phi-4 multimodal model loading are unrelated." - }, - { - "left": "issue:44704", - "right": "issue:45290", - "accept": false, - "reason": "AutoProcessor kwargs propagation and chat-template crashes with tool calls are distinct API paths." - }, - { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "A missing nn import in sentence-transformers and stale auto_mappings CI references are separate import issues." + "reason": "Saving dequantized models and invalid GenerationConfig are separate issues." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Example-script multi-label classification returning empty results and Gemma 4 mm_token_type_ids defaults are unrelated application bugs." + "reason": "Python-version incompatibility and pipeline-parallel output corruption are unrelated." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "DSA lacking ReLU and GLM-5 RoPE implementation are different model-internal algorithm issues." + "reason": "Both are import problems, but one is a single missing class import while the other is a broad multi-import regression; too different to merge." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Qwen3-VL-Moe behavior under transformers 5.0 and tokenizer_class mismatch on save_pretrained are unrelated." + "reason": "A wrong offset-mapping bug and a model-loading failure are different tokenizer/model behaviors." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Smollm3 RoPE-layer count discrepancy and Qwen3-Next tied-weights warning are different model-definition bugs." + "reason": "Version-dependent tokenization changes and zero assistant masks in multimodal chat templating are unrelated." } ] }, @@ -14034,297 +13955,282 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:22355", - "issue:28218", + "issue:29127", "issue:29159", "issue:36296", + "issue:38617", "issue:39401", - "issue:42222", - "issue:42371", + "issue:42175", + "issue:42673", "issue:42757", - "issue:42831", "issue:42907", "issue:43066", "issue:43116", "issue:43122", + "issue:43278", "issue:43408", - "issue:43441", "issue:43452", "issue:43475", - "issue:43611", + "issue:43493", + "issue:43784", "issue:43824", - "issue:43825", - "issue:43874", "issue:43937", - "issue:43976", "issue:43992", "issue:44038", - "issue:44075", "issue:44222", - "issue:44279", "issue:44295", "issue:44297", "issue:44351", - "issue:44355", + "issue:44360", "issue:44485", - "issue:44488", "issue:44514", "issue:44521", "issue:44625", "issue:44704", "issue:44779", "issue:44829", - "issue:44936", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45072", + "issue:45200", "issue:45216", - "issue:45357", - "issue:45446", + "issue:45278", + "issue:45290", "issue:45478", - "issue:46002", - "issue:46231", - "issue:46328" + "issue:45600", + "issue:45753", + "issue:46326" ], "soft_pairs": [ + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:43784|issue:45600", + "issue:43122|issue:46326", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:44360|issue:44485", + "issue:44038|issue:44297", "issue:44625|issue:44829", "issue:44038|issue:44295", "issue:43408|issue:43475", "issue:42907|issue:43452", "issue:43122|issue:44514", "issue:44038|issue:44222", - "issue:43122|issue:44779", - "issue:44279|issue:46328", - "issue:43122|issue:44521", - "issue:43824|issue:44351", "issue:45216|issue:45478", - "issue:39401|issue:44488", - "issue:39401|issue:44521", - "issue:22355|issue:28218", - "issue:42757|issue:44351", + "issue:43824|issue:44351", "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:43278|issue:44945", "issue:36296|issue:43116", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:22355|issue:29127", "issue:43992|issue:44704", "issue:43066|issue:44779", "issue:43937|issue:44485", - "issue:44355|issue:46231", - "issue:43611|issue:46002", - "issue:42371|issue:43874", - "issue:42831|issue:44297", - "issue:42222|issue:43441", - "issue:44038|issue:45478", - "issue:43976|issue:45446", - "issue:43116|issue:43825", - "issue:44075|issue:44936", - "issue:45357|issue:45478" + "issue:42673|issue:45072", + "issue:38617|issue:45278" ], - "prepared_review_unit_hash": "453e7f10aced27c0b0e15a5d89bea12a8e27b944d311186fee3a1002d6f5ce21", + "prepared_review_unit_hash": "45746de9ccbaf171ac8099715e20019936319d53c0b20916d979c9e5bce2c17a", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36201, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35170, + "estimated_input_tokens": 8793, + "estimated_eval_tokens": 17842 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous. There is some broad overlap around tokenizer/model-loading regressions, but none of the proposed soft pairs look like the same underlying bug or change.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43122 is the broadest representative of the tokenizer-regression subgroup, but the overall set is too mixed for a true canonical duplicate target.", + "summary": "These items are mostly unrelated issue reports. A few share broad themes (imports, tokenization, Qwen3.5), but none are close enough in symptom and code path to merge as duplicates; I would reject all soft edges.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45216 is the clearest, most actionable regression-style report with a specific model family, API, and version boundary, making it the best anchor candidate among this set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43122 is the most general and representative issue in the tokenizer-related subset; it best fits as an anchor only because the rest of the set does not collapse into one duplicate bug.", + "best_issue_reason": "issue:45216 is the strongest standalone issue because it states a concrete regression, clear repro scope, and an explicit version threshold.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44625", - "right": "issue:44829", - "accept": false, - "reason": "Both involve classification, but one is a Qwen3.5 config propagation bug and the other is a flash_attention_3 training degeneration issue; different code paths and symptoms." - }, - { - "left": "issue:44038", - "right": "issue:44295", - "accept": false, - "reason": "Unrelated: Qwen3-VL-Moe loading behavior versus a position_ids buffer read error. No shared underlying bug." - }, - { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both are SAM 3 Video related, but one is a model-type warning and the other is a missing attribute crash in a different object. Not the same defect." + "reason": "Both involve helper APIs, but one is cached_file kwargs and the other is chat-template tokenization with tool-call messages; different code paths and failures." }, { "left": "issue:42907", - "right": "issue:43452", + "right": "issue:44964", "accept": false, - "reason": "Different features entirely: dequantized save failure for Ministral/Devstral versus gguf_file / from_pretrained loading behavior." + "reason": "One is about saving dequantized Ministrals/Devstrals, the other loading Phi-4-multimodal-instruct; same general area, not the same bug." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Tokenizer regression versus a multimodal apply_chat_template batching crash; only a generic tokenization theme is shared." + "reason": "Importing sentence-transformers vs stale auto_mappings references to removed Sam3LiteText configs are unrelated import breakages." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Both mention Moe models, but one is a load bug for Qwen3-VL-Moe and the other is an FP8 save_pretrained issue. Not mergeable as one bug." + "reason": "Both mention tokenizer behavior, but one is a v4-to-v5 tokenization regression and the other is continue_final_message for mistral_common tokenizers." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "Both are tokenizer regressions, but they target different models and failure modes; not the same underlying change." + "reason": "Offset mappings and assistant masks are different tokenizer outputs; these are separate multimodal/tokenization bugs." }, { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Dependency issue versus a performance regression in SequenceFeatureExtractor.pad; no duplicate evidence." + "reason": "Example-script multi-label classification returning empty results is unrelated to Gemma 4 mm_token_type_ids propagation." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Tokenization differences versus zeroed assistant masks in multimodal chat templates. Distinct behavior and likely distinct fixes." + "reason": "A DSA indexer ReLU discussion and GLM-5 RoPE implementation are not the same underlying defect." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Separate import errors for different symbols. No common code-path or fix." + "reason": "A Qwen3-VL-Moe regression and tokenizer_class metadata mismatch are separate problems." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Same model family and both involve save/from_pretrained, but one is checkpoint saving and the other is loading. Different concrete bugs." + "reason": "Config propagation for Qwen3.5 num_labels is unrelated to flash_attention_3 training degeneration." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Qwen3 offset_mapping bug versus loading failure for a different model. No underlying duplicate." + "reason": "Qwen3-VL-Moe model loading and position_ids buffer access are different code paths." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Offset mapping correctness and assistant mask generation are different tokenizer/template issues." + "reason": "Both are SAM 3-related, but one is a model-type mismatch warning and the other is a missing attribute on vision encoder output." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "A missing transformers.onnx module import is unrelated to added-token spacing behavior." + "reason": "Saving dequantized Ministrals/Devstrals and gguf_file loading failures are different model-file handling bugs." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Both are import errors, but for different packages/symbols and likely unrelated dependency causes." + "reason": "General tokenizer regression vs batched Qwen2_5_VLProcessor chat-template crash; same area, different failure." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Missing module import versus slow/fast tokenizer inconsistency; no shared defect." + "reason": "Qwen3-VL-Moe version regression and FP8 moe save_pretrained behavior are not the same concrete bug." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Tensor parallel training bug is unrelated to the example script returning empty multi-label results." + "reason": "Both are Qwen3.5 on 5.4.0+, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading error; related, but not clearly the same defect." }, - { - "left": "issue:43992", - "right": "issue:44704", + { + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Missing embed_tokens.weight in from_pretrained versus kwargs not forwarded to cached_file. Different call sites and bugs." + "reason": "Both are missing-import errors from transformers, but they concern different symbols and model families." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:22355", + "right": "issue:29159", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is decoder type serialization and the other is incorrect tokenization outputs." + "reason": "Missing transformers.onnx and slow-vs-fast tokenizer inconsistency are unrelated." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "GLM-5 generation config validation and GLM-5 RoPE implementation are separate issues." + "reason": "Two separate missing imports from different packages/symbols; no shared bug mechanism." }, { - "left": "issue:44355", - "right": "issue:46231", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Compiled Python file errors and a documentation parameter-name mismatch are unrelated." + "reason": "Embedding dtype drift in eval and incorrect outputs under pipeline parallelism are different runtime issues." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "base_model_prefix loading regression versus NaNs in classification heads; no common underlying bug." + "reason": "Tensor parallel training instability and an example script returning empty classification results are unrelated." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "TF32 API guidance and a GLM46V image processor method missing are unrelated." + "reason": "A missing tensorflow extra in pip install versus Python 3.14 load failure are separate installation/runtime problems." }, { - "left": "issue:42831", - "right": "issue:44297", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy issue versus tokenizer_class mismatch in tokenizer_config.json. Different subsystems." + "reason": "SigLIP2 HF/JAX mismatch and Qwen3_5 infinite loop on a specific image are different model bugs." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are different model-specific issues." + "reason": "Transformers.onnx import failure and a LayoutLMv3 error-message clarity issue are not the same issue." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Different Qwen3-family problems: one is Qwen3-VL-Moe loading, the other is Qwen3.5-Moe from_pretrained errors. Not the same bug." + "reason": "Missing embed_tokens.weight on UMT5Encoder load is unrelated to AutoProcessor kwargs not reaching cached_file." }, { - "left": "issue:43976", - "right": "issue:45446", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "Python version compatibility complaint versus a PyTorch version check bug in flex_attention. Not duplicates." + "reason": "Wrong decoder type in v5 and DeepSeek tokenization output regressions may both be tokenizer-related, but they are distinct defects." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Example-script multi-label output bug versus pipeline task-support error messaging; unrelated code paths." + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are separate components and failure modes." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Optimizer argument handling is unrelated to trainer.evaluate failing after train." + "reason": "VRAM leakage with Qwen3ForCausalLM in dataloader threads and bfloat16 dtype mismatches are unrelated." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Both are Qwen3.5 save/load regressions, but one is incorrect visual encoder keys on save_pretrained and the other is a from_pretrained load error. Too different to merge." + "reason": "A specific layer_type_validation import error and a later broad wave of import errors after upgrade are not the same concrete bug." } ] }, @@ -14346,282 +14252,296 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ - "issue:22355", - "issue:29127", "issue:33453", - "issue:38617", "issue:39401", - "issue:41628", - "issue:42175", "issue:42222", + "issue:42371", "issue:42673", + "issue:42796", "issue:43064", "issue:43116", - "issue:43122", - "issue:43381", + "issue:43441", "issue:43450", "issue:43493", + "issue:43611", "issue:43673", + "issue:43825", "issue:43827", + "issue:43874", + "issue:43906", "issue:43937", + "issue:43976", "issue:43986", + "issue:44038", + "issue:44075", "issue:44117", + "issue:44188", "issue:44291", + "issue:44355", "issue:44380", "issue:44410", "issue:44466", - "issue:44625", "issue:44779", - "issue:44829", - "issue:44938", - "issue:44945", + "issue:44936", "issue:44977", "issue:45071", - "issue:45072", - "issue:45081", "issue:45083", - "issue:45216", - "issue:45278", "issue:45310", + "issue:45341", + "issue:45357", "issue:45405", "issue:45446", + "issue:45478", + "issue:45561", "issue:45563", "issue:45588", - "issue:45753", "issue:46002", "issue:46077", - "issue:46178", - "issue:46298", - "issue:46512" + "issue:46231", + "issue:46328" ], "soft_pairs": [ - "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:44355|issue:46231", + "issue:43611|issue:46002", "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:43116|issue:43825", "issue:45083|issue:45446", - "issue:22355|issue:29127", - "issue:42175|issue:44938", + "issue:42673|issue:42796", + "issue:43064|issue:43673", "issue:43937|issue:45563", - "issue:38617|issue:45278", "issue:33453|issue:39401", - "issue:44625|issue:46002", - "issue:43381|issue:44945", - "issue:44117|issue:45588", "issue:44380|issue:46077", + "issue:44117|issue:45588", "issue:39401|issue:44779", "issue:43827|issue:45446", - "issue:43450|issue:43986", - "issue:43064|issue:43673", + "issue:42673|issue:43906", + "issue:43673|issue:46328", + "issue:44291|issue:45071", "issue:44466|issue:46002", + "issue:43450|issue:43986", "issue:43937|issue:44977", "issue:45405|issue:45446", "issue:44410|issue:45310", - "issue:38617|issue:41628", - "issue:43122|issue:46298", - "issue:44117|issue:45081", - "issue:42222|issue:46178", - "issue:42673|issue:45072", - "issue:44291|issue:45071", - "issue:44829|issue:45216", - "issue:45071|issue:46512" + "issue:45341|issue:45561", + "issue:45341|issue:46328" ], - "prepared_review_unit_hash": "82338208617f4ea18445ae5757ecf3308fda8b12e00be6e1ca5dd8aec219f007", + "prepared_review_unit_hash": "2ded21166dddd09f498de1a11329b6228a1e3b577a1d848b80515ed6505be5b7", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35470, - "estimated_input_tokens": 8868, - "estimated_eval_tokens": 17992 + "soft_pair_count": 30, + "serialized_chars": 35917, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is thematically related (mostly transformers/v5 regressions and import/loading issues), but the soft pairs are different bugs or unrelated fixes rather than true duplicates. No soft edge should be merged.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set, covering multiple import regressions after upgrading to 5.5.0, so it is the closest representative issue for the cluster.", + "summary": "The cluster is a set of mostly unrelated transformer bugs across tokenizers, model-specific loading/generation issues, training behavior, docs, and testing utilities. None of the soft-edge pairs look like true duplicates or the same underlying fix.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43611 is the clearest broad regression report in the set: it describes a concrete v5 model-loading failure tied to `base_model_prefix`, with a well-defined code path and wider potential impact than the more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "45278 best serves as a representative issue because it spans the widest upgrade-breakage/import-error theme among these mostly heterogeneous reports.", + "best_issue_reason": "43611 is the best representative issue because it is a concrete, user-facing regression with a generic loading path and strong triage value.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Different subsystems and failure modes: attention-kernel divergence under `torch.compile` vs a performance issue in `SequenceFeatureExtractor.pad`." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Running compiled Python files is unrelated to a docs/parameter-name mismatch in `set_training()`." + }, + { + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "Different model families and symptoms: SigLIP2 discrepancy vs a Qwen3.5 image-loop bug." + "reason": "Model loading with `base_model_prefix` is a different bug from NaNs in classification heads after checkpoint/init." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label classification empty results is unrelated to a SigLIP2 implementation discrepancy." + "reason": "Empty multi-label classification results in an example script is unrelated to a SigLIP2 implementation discrepancy." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "One is a qwen3_omni_moe helper behavior issue; the other is a PyTorch version gate for flex_attention imports." + "reason": "TF32 control settings and a missing image-patch helper on a video/image processor are unrelated bugs." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Import error for transformers.onnx and a LayoutLMv3 error-message clarity issue are unrelated." + "reason": "Different model families and code paths: vitpose loading breakage vs Ministral flash-attention failure." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "Backend packaging for TensorFlow vs Python 3.14 load failures are different problems." + "reason": "Both mention Qwen3.5/MoE, but they point to different model variants and likely different `from_pretrained` failure paths; too broad to treat as one bug." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:43976", + "right": "issue:45446", "accept": false, - "reason": "Invalid GenerationConfig and a stale warning in paged generate() are not the same bug." + "reason": "Python version support regression is unrelated to a flex-attention import/version-check bug." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Both involve imports, but one is a specific missing symbol and the other is a broad upgrade report; not the same concrete failure." + "reason": "Unused SGD arguments and `trainer.evaluate()` failing after training are different training bugs." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset_mapping errors are distinct tokenizer bugs." + "reason": "Incorrect `save_pretrained` visual encoder keys is a save/serialization bug, not the same as a `from_pretrained` loading error." }, { - "left": "issue:44625", - "right": "issue:46002", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads after checkout/init." + "reason": "A multi-label example returning empty results is unrelated to an error message/doc pipeline task mismatch." }, { - "left": "issue:43381", - "right": "issue:44945", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Gradient checkpointing in eval mode and pipeline-parallel incorrect outputs are different runtime behaviors." + "reason": "A helper-length calculation bug in `qwen3_omni_moe` is unrelated to a PyTorch version check in flex attention." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:42673", + "right": "issue:42796", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to flash_attention crashing on s_aux=None." + "reason": "VRAM leakage in dataloader threads and tokenizer BPE-marker handling are unrelated issues." }, { - "left": "issue:44380", - "right": "issue:46077", + "left": "issue:43064", + "right": "issue:43673", "accept": false, - "reason": "Both touch attention, but GPT2 scaling being ignored and Gemma4 mask construction are different code paths." + "reason": "Distributed optimizer-state corruption under FSDP/PEFT is a different code path from missing generation cache in chunked prefill." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Incorrect offset mapping for Qwen3 and Deepseek tokenizer output regressions are separate model-specific tokenizer bugs." + "reason": "Invalid `GenerationConfig` and a stale warning for `num_return_sequences` are different generation bugs." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Docs still referencing pipeline() and a flex_attention import version check are unrelated." + "reason": "Both are tokenizer-related, but one is a general loading regression and the other is a Qwen3 offset-mapping bug; not the same defect." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:44380", + "right": "issue:46077", "accept": false, - "reason": "Batched video shape handling and missing torchvision crash are different video-processing issues." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to Gemma4 building causal masks for bidirectional attention." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache missing are unrelated training vs generation bugs." + "reason": "A tokenizer-mapping `None` handling bug is unrelated to a flash-attention attribute error on `s_aux=None`." }, { - "left": "issue:44466", - "right": "issue:46002", + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "lm_head serialization inconsistency and NaNs in classification heads are not the same defect." + "reason": "Both are tokenizer regressions, but they affect different models and different symptoms (`offset_mapping` vs incorrect tokenization output)." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "GenerationConfig validation failure and Qwen3.5 flash-attention generation failure are different issues." + "reason": "Docs still referencing `pipeline()` after removals is unrelated to the flex-attention PyTorch check." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "A minimum PEFT version bump and a PyTorch version check bug are separate dependency-management issues." + "reason": "A VRAM leak in multi-threaded dataloader use is unrelated to an isolated reproduction issue." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:43673", + "right": "issue:46328", "accept": false, - "reason": "Missing Qwen3next projections and a Qwen3.5 from_pretrained error are different model-loading bugs." + "reason": "Missing generation cache during chunked prefill is unrelated to a feature-extractor padding performance issue." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "Both are import errors, but they point to different missing names and likely different fixes." + "reason": "`init_empty_weights` argument handling and `PretrainedConfig` type checking are distinct initialization/type-system problems." }, { - "left": "issue:43122", - "right": "issue:46298", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Tokenizer behavior differences and a noisy logging message are unrelated." + "reason": "Inconsistent serialization of tied weights is unrelated to NaNs in classification heads." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "A mapping lookup returning None and a Mistral regex patch crash in a tokenizer backend are different failures." + "reason": "Incorrect batched video-processor output shape is not the same as crashing in `AutoProcessor` without torchvision." }, { - "left": "issue:42222", - "right": "issue:46178", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "VitPose breakage and BACKENDS_MAPPING rejecting tensorflow_text are unrelated backend/model issues." + "reason": "GenerationConfig validity and flash-attention generation failures are different bugs." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatches in CI are unrelated problems." + "reason": "A release/version pin issue for PEFT is unrelated to a flex-attention import version check." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights and PretrainedConfig type-checking are separate v5 regressions." + "reason": "Missing Qwen3-next projections and Qwen3.5 MoE `from_pretrained` errors are different model-architecture issues." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "FlashAttention 3 degenerate training and Qwen3.5 checkpoint serialization are different symptoms and code paths." + "reason": "A small testing-utils bug is not the same as an xdist race on `captured_info.txt`." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:45341", + "right": "issue:46328", "accept": false, - "reason": "Type-checking breakage in PretrainedConfig and stale config.dtype after from_config are distinct config bugs." + "reason": "Testing-utils behavior and feature-extractor padding performance are unrelated." } ] }, @@ -14643,300 +14563,283 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ - "issue:27957", "issue:38617", "issue:39401", "issue:41628", "issue:42175", "issue:42222", "issue:42371", + "issue:42617", "issue:42673", + "issue:42831", "issue:43012", "issue:43066", "issue:43097", "issue:43122", - "issue:43352", "issue:43408", - "issue:43421", - "issue:43441", "issue:43577", + "issue:43582", + "issue:43673", "issue:43742", - "issue:43874", - "issue:43906", "issue:43937", "issue:44075", "issue:44117", - "issue:44188", "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:44913", - "issue:44964", + "issue:44933", "issue:45071", + "issue:45081", + "issue:45216", "issue:45278", "issue:45310", + "issue:45341", + "issue:45362", "issue:45464", "issue:45478", "issue:45542", "issue:45656", - "issue:46172", + "issue:46178", + "issue:46209", "issue:46231", - "issue:46328" + "issue:46298", + "issue:46328", + "issue:46512" ], "soft_pairs": [ + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:42222|issue:46178", + "issue:45362|issue:46328", "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:42673|issue:43582", + "issue:42371|issue:44261", "issue:44877|issue:46231", + "issue:39401|issue:46209", "issue:44484|issue:45310", - "issue:39401|issue:43421", + "issue:38617|issue:44220", "issue:43937|issue:44496", + "issue:44933|issue:45278", "issue:43066|issue:43122", - "issue:44117|issue:46328", - "issue:44964|issue:45278", + "issue:42371|issue:42831", "issue:44410|issue:45478", "issue:42222|issue:45542", "issue:44075|issue:45656", - "issue:42371|issue:44261", - "issue:38617|issue:44220", "issue:44483|issue:45464", - "issue:44188|issue:46328", - "issue:42175|issue:42222", "issue:43012|issue:43577", - "issue:44913|issue:46328", + "issue:42175|issue:42222", "issue:43097|issue:44493", - "issue:41628|issue:45071", - "issue:44263|issue:44485", - "issue:43874|issue:44261", - "issue:45071|issue:45542", - "issue:27957|issue:43352", - "issue:44484|issue:45478", - "issue:44263|issue:46172", - "issue:44360|issue:46172", - "issue:43441|issue:44829", - "issue:42673|issue:43906" + "issue:43673|issue:45341" ], - "prepared_review_unit_hash": "98c5dee2c1d7a48c241e5fe1c0024e34c1df38b67f4cec6cb11db3a8b8642d94", + "prepared_review_unit_hash": "70aa8c07870e8982f81cf57d4ec2fab65e5a06311cacc75c2c7f369b57243188", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36068, - "estimated_input_tokens": 9017, - "estimated_eval_tokens": 18290 + "soft_pair_count": 27, + "serialized_chars": 35432, + "estimated_input_tokens": 8858, + "estimated_eval_tokens": 17972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The only clear duplicate in this packet is the Qwen3.5 MoE from_pretrained pair: 44484 and 45478 share the same title, and 44484 is the earlier, longer report while 45478 is later and shorter. The other soft pairs are better treated as separate issues based on their titles and report context.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44484 is the better canonical issue because it is the earlier and more detailed report, and it matches issue:45478 by identical title.", + "summary": "This is a heterogeneous cluster of Transformers issues spanning import errors, tokenizer regressions, config/dtype mismatches, backend/package gaps, and model-specific bugs. The soft pairs are only superficially similar, so none look like the same underlying bug or change.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45278 is the best umbrella representative because it captures the broad version-upgrade/import-regression theme that recurs across several items, even though the cluster overall is still mixed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44484 is the strongest representative issue in this set because it is the earlier, fuller report of the duplicated Qwen3.5 MoE from_pretrained problem.", + "best_issue_reason": "issue:45278 is the most general and cluster-like issue here; it best represents the repeated v5 upgrade breakage pattern without being overly specific to one model or API path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:43122", + "right": "issue:46298", "accept": false, - "reason": "Different titles and different problem types: a model-type warning versus a key error while loading a model." + "reason": "Tokenization behavior regression vs a noisy logging issue; unrelated bug surfaces." }, { - "left": "issue:44877", - "right": "issue:46231", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "A config-loading regression and a documentation/parameter-name mismatch are not the same bug." + "reason": "Both are import errors, but for different missing symbols and different code paths." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "Related Qwen3.5 MoE/loading themes, but the titles point to different reported problems: save_pretrained shard size versus from_pretrained error." + "reason": "TOKENIZER_MAPPING_NAMES None handling is distinct from the Mistral regex/backend_tokenizer AttributeError." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "Tokenizer offset_mapping behavior and runtime post-processor updates are different tokenizer issues." + "reason": "Type-checking regression and stale config.dtype are separate dtype/config bugs." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "GenerationConfig validation and unrecognized-model loading are different failure modes." + "reason": "FlashAttention-3 training degeneration is unrelated to the Qwen3.5 save_pretrained checkpoint regression." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:42222", + "right": "issue:46178", "accept": false, - "reason": "Both are tokenizer-related, but one is about decoder type and the other is about changed tokenization output." + "reason": "vitpose model breakage and tensorflow_text backend registration are different failures." }, { - "left": "issue:44117", + "left": "issue:45362", "right": "issue:46328", "accept": false, - "reason": "A None-handling assumption in from_pretrained and a padding performance issue are unrelated." - }, - { - "left": "issue:44964", - "right": "issue:45278", - "accept": false, - "reason": "A model-specific load failure and broad import errors after upgrade are not the same underlying issue." + "reason": "Chat runtime crash for Qwen3.5 is unrelated to a SequenceFeatureExtractor.pad performance issue." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Missing projections in qwen3next is a different model-specific issue than a Qwen3.5 MoE from_pretrained error." + "reason": "A model-type warning for sam3 tracking is not the same as the MobileLLM key error." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "A vitpose breakage and a TensorFlow backend installation problem are different bugs." + "reason": "3d_parallel.py execution failure and a testing_utils bug are unrelated." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "An optimizer-args issue and an optimizer-step-called-twice issue are separate optimizer bugs." + "reason": "VRAM leak in Qwen3ForCausalLM and Apple Silicon warmup TypeError are different problems." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 behavior settings and an MLA layernorm epsilon issue are unrelated." + "reason": "TF32 settings warning is unrelated to MLA layernorm epsilon/config precision error." }, { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "An import error for a missing symbol and a feature-extraction issue are different code paths." - }, - { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "A /v1/chat/completions API failure and a streaming inference failure on a specific model are not the same report." + "reason": "Strict config loading for granite_speech and a documentation parameter-name mismatch are not the same bug." }, { - "left": "issue:44188", - "right": "issue:46328", + "left": "issue:39401", + "right": "issue:46209", "accept": false, - "reason": "A torch.compile attention-kernel issue and a padding performance issue are unrelated." + "reason": "Tokenizer offset_mapping bug and FP8 inference failure on B200 are unrelated." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "A backend installation/package issue and a model breakage report are different problems." + "reason": "max_shard_size question and Qwen3.5 Moe from_pretrained error are different issues." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "A bfloat16 compile warning and a dtype propagation bug in BLIP2 are different issues." + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:44913", - "right": "issue:46328", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "A config reload regression and a padding performance regression are unrelated." + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model/config.json failure are separate loader issues." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:44933", + "right": "issue:45278", "accept": false, - "reason": "A removed config field and unexpected position-id keys are different compatibility problems." + "reason": "A missing import from image_utils is narrower than the broad post-upgrade import-error report; not the same bug." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "A missing import and a PretrainedConfig type-checking regression are distinct API issues." + "reason": "Wrong tokenizer decoder type may affect tokenization, but it is not clearly the same issue as differing tokenization output across versions." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "A torch.split return-value issue and a RoPE implementation question are different implementation bugs." + "reason": "TF32 behavior control and FineGrainedFP8 accuracy are different numerical-behavior concerns." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "A missing image-patch helper and a layernorm epsilon issue are unrelated." + "reason": "Missing qwen3next projections and Qwen3.5 Moe from_pretrained error are unrelated model issues." }, { - "left": "issue:45071", + "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression and TensorFlow backend errors are different problems." + "reason": "Broken vitpose models and an undefined tf backend from tensorboard-only install are different backend/package issues." }, { - "left": "issue:27957", - "right": "issue:43352", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Both mention Flash Attention support, but they are different model-specific issues." + "reason": "SGD args ignored and optimizer.step being called twice under deepspeed are distinct optimizer bugs." }, { - "left": "issue:44484", - "right": "issue:45478", - "accept": true, - "reason": "Same title and same reported from_pretrained problem; 44484 is the earlier, more detailed report." + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Generic /v1/chat/completions rejection and Qwen3.5-0.8B streaming failure are not the same concrete API bug." }, { - "left": "issue:44263", - "right": "issue:46172", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "A torch.split return-value issue and a transpose/dtype issue are different code paths." + "reason": "Float32 warning during compile and Blip2 dtype fields staying float32 are separate dtype issues." }, { - "left": "issue:44360", - "right": "issue:46172", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "A missing ReLU in one component and a deepseek-v4 transpose/dtype issue are unrelated." + "reason": "Missing TensorFlow backend in a torch extra install is unrelated to vitpose breakage." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "A FlashAttention failure and a degenerate-training report are different concrete bugs." + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are different v5 regressions." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "A VRAM leak in multi-threaded Qwen3ForCausalLM usage and an isolated reproduction of another issue are not the same bug." + "reason": "chunked_prefill cache regression and a testing_utils bug are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The core duplicate call on issue:44484 / issue:45478 is plausible, but the justification is not sufficiently grounded in the packet. The packet only shows titles, dates, and body lengths; it does not expose the claimed Qwen3.5.5/Qwen3.5 MoE failure mode, version constraint, or \"clear concrete reproduction.\" Several soft-edge reasons also mention specifics that are not visible here. Please keep the rationale at the level supported by the packet (e.g. same title, later shorter report, earlier more detailed report) and avoid asserting hidden-body details." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -14951,24 +14854,24 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ + "issue:27957", "issue:38617", - "issue:42371", - "issue:42617", - "issue:42673", + "issue:41628", "issue:42757", - "issue:42831", "issue:42890", "issue:43064", "issue:43097", + "issue:43352", + "issue:43441", "issue:43452", "issue:43502", + "issue:43531", "issue:43673", "issue:43873", "issue:43874", "issue:43931", - "issue:43976", "issue:43986", "issue:43992", "issue:44038", @@ -14978,277 +14881,305 @@ "issue:44263", "issue:44315", "issue:44351", + "issue:44360", "issue:44410", "issue:44484", "issue:44485", - "issue:44704", + "issue:44829", "issue:44933", - "issue:44945", - "issue:44964", - "issue:44977", "issue:44987", - "issue:45103", - "issue:45200", + "issue:45003", + "issue:45071", "issue:45341", + "issue:45372", "issue:45375", "issue:45440", + "issue:45478", + "issue:45542", "issue:45588", "issue:45753", - "issue:45859", "issue:46050", + "issue:46123", "issue:46172", "issue:46231", "issue:46298", - "issue:46328", "issue:46369" ], "soft_pairs": [ - "issue:42673|issue:44977", - "issue:42371|issue:42831", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44410", + "issue:43441|issue:44829", "issue:43931|issue:44038", "issue:43097|issue:43452", "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:43673|issue:46123", "issue:43874|issue:44263", "issue:43986|issue:44484", - "issue:43976|issue:44945", - "issue:43673|issue:46328", "issue:44117|issue:44987", "issue:45440|issue:46172", - "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43986|issue:45372", + "issue:43531|issue:45341", "issue:43064|issue:44315", + "issue:38617|issue:42757", "issue:43097|issue:45588", "issue:43097|issue:46050", - "issue:43502|issue:43992", "issue:44410|issue:45375", + "issue:43502|issue:43992", "issue:44038|issue:44410", "issue:42890|issue:46298", - "issue:43931|issue:44410", - "issue:42673|issue:45200", - "issue:38617|issue:44351", "issue:44062|issue:44117", - "issue:44261|issue:44485", - "issue:43097|issue:43873", - "issue:45341|issue:45859", - "issue:44964|issue:45341", - "issue:44704|issue:45103", - "issue:43986|issue:44117", - "issue:45753|issue:46369", - "issue:42617|issue:45341" + "issue:38617|issue:44351", + "issue:43097|issue:43873" ], - "prepared_review_unit_hash": "751a6cef446886bd928eb7d785dfc129ac4f849e3e8b79077c00f96592deb21d", + "prepared_review_unit_hash": "92d74453a87a84b733721cba7ecc0e1e88b4e5e82200e09cfd0dfc55c52fb75b", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36701, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 + "soft_pair_count": 35, + "serialized_chars": 37902, + "estimated_input_tokens": 9476, + "estimated_eval_tokens": 19208 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: import/export regressions, model-specific loading bugs, training/runtime issues, and a few docs/test nits. None of the soft pairs look like the same concrete bug or change, so all soft edges should be rejected.", - "confidence": 0.81, - "canonical_issue_reason": "No true canonical duplicate stands out; issue:43097 is the closest cluster anchor because several nearby reports are broad v5/API-churn regressions, but the set is too mixed to treat as one bug family.", + "summary": "This cluster is mostly heterogeneous single-issue reports; the soft edges are false positives driven by broad keyword similarity (imports, Flash Attention, Qwen/GLM/DeepSeek names, etc.) rather than shared root causes.", + "confidence": 0.95, + "canonical_issue_reason": "No single duplicate anchor stands out because the items cover unrelated bugs. If forced to pick one representative issue, issue:43873 is the most engaged and broadly impactful standalone bug report, but it is not a true canonical duplicate for the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best representative only in a loose thematic sense\u2014it has the broadest v5 regression framing and the most overlap with other API-change complaints, though it is not a true duplicate hub.", + "best_issue_reason": "Issue:43873 is the strongest standalone issue in the set: open, high discussion/inbound references, and clearly framed as a real product bug. It is the best representative issue, though not a cluster-wide duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42673", - "right": "issue:44977", + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different bugs: a missing image-processor method vs an MLA layernorm precision/config issue." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated code paths: a torch.split indexer issue vs a GLM-5 RoPE implementation question." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both are import/type issues, but for different symbols and subsystems; not the same underlying defect." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking regression is unrelated to the TensorFlow/tensorboard backend import problem." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they affect different models and failure modes." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A doc/question about shard size is unrelated to a Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different failures: torch.split return semantics vs a DeepSeek tensor transpose bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeek v4 tensor shaping." + }, + { + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Different problems: VRAM leak in multi-threaded dataloader use vs Qwen3.5 flash-attention generation behavior." + "reason": "Both are Qwen-family, but one is a model-loading weight mismatch and the other is missing projections in layer 0." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "TF32 configuration guidance is unrelated to the FineGrainedFP8 accuracy bug." + "reason": "Both involve FlashAttention, but one is model compatibility and the other is degenerate training behavior with FA3." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different model-loading issues affecting different Qwen3 variants and failure modes." + "reason": "Similar model family, but one is a shape-mismatch load failure and the other is a distinct Transformers 5/Qwen3-VL-Moe bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is a removed API warning; the other is a gguf_file loading regression in AutoTokenizer/AutoModel." + "reason": "API removal for tie_embeddings is unrelated to gguf_file breaking tokenizer/model loading." }, { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Image import failure vs a documentation parameter-name typo; not the same bug." + "reason": "A missing import and a docs parameter-name mismatch are not the same bug." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:45753", + "right": "issue:46369", "accept": false, - "reason": "Missing image-processor method vs a torch.split return-value issue in a different model path." + "reason": "Qwen3_5 infinite-loop generation and SAM memory overflow are different model/runtime failures." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "Video-model loading without torchvision is unrelated to the save_pretrained shard-size question." + "reason": "Unsafe sys.modules access is a runtime import issue; testing_utils has a separate small bug." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Python-version compatibility failure and pipeline-parallelism output corruption are different issues." + "reason": "Video model loading without torchvision is unrelated to the small testing_utils bug." }, { "left": "issue:43673", - "right": "issue:46328", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing during chunked prefill is not the same as MaskGenerationPipeline dropping the last partial batch." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different models and symptoms: missing GLM46V processor method vs torch.split return values." + }, + { + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "Chunked_prefill cache regression and SequenceFeatureExtractor.pad inefficiency are unrelated." + "reason": "A video-loading import failure is unrelated to a save_pretrained shard-size question." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling is not the same as a model-loading failure for a specific repo." + "reason": "Both touch loading, but one is a tokenizer-mapping None bug and the other is a specific model load failure in v5.1.0." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Remote-implementation divergence vs a DeepSeek-V4 tensor transform issue; different code paths." + "reason": "DeepseekV3MoE divergence and deepseek-v4 tensor transpose are different model-specific issues." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issues do not match GLM-5 RoPE implementation concerns." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Loading a video model without torchvision and a mistral_common import error breaking Gemma 4 are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols from different modules." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils bug." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." + "reason": "Trainer/FSDP optimizer-state corruption is a different failure mode from Liger Kernel not being applied with model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing names from different packages and releases." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Removed tie_embeddings API and flash_attention crash on s_aux=None are different failures." + "reason": "A removed config helper and a flash_attention.py s_aux AttributeError are unrelated code paths." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "API removal is unrelated to quantized save/load breakage after sinq." + "reason": "The tie_embeddings removal regression is unrelated to quantized save/load breakage." }, { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "local_files_only still triggering network access is a different bug from missing embed_tokens.weight on UMT5Encoder." + "reason": "Missing attention projections in qwen3next and a silently dropped config field in Qwen3_5MoeVisionConfig are different bugs." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Missing projections in qwen3next and a missing config field in Qwen3_5MoeVisionConfig are different defects." + "reason": "local_files_only network leakage and a missing embed_tokens.weight on UMT5Encoder are unrelated." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen3-family issues with different missing components and failure modes." + "reason": "Qwen3-VL-Moe loading issues are distinct from qwen3next missing attn_qkv/attn_gate projections." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A flaky integration test due to missing set_seed is unrelated to a noisy logging message." - }, - { - "left": "issue:43931", - "right": "issue:44410", - "accept": false, - "reason": "Model weight-shape mismatch and missing attention projections are not the same underlying bug." - }, - { - "left": "issue:42673", - "right": "issue:45200", - "accept": false, - "reason": "VRAM leak in threaded dataloading vs mm_token_type_ids defaulting for text-only fine-tuning." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Both are import-name failures, but they concern different symbols and modules." + "reason": "A nondeterministic test due to missing set_seed is unrelated to a noisy logging message." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to tokenizer-mapping None handling." + "reason": "Duplicate AddedToken kwargs and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading defects." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Layernorm epsilon precision issue and GLM-5 RoPE implementation are different model-specific bugs." + "reason": "Both are import errors, but they concern different missing exports and likely different fix paths." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed API behavior vs quantization/offloading not working as expected are not the same bug." - }, - { - "left": "issue:45341", - "right": "issue:45859", - "accept": false, - "reason": "A testing-utils bug is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU-offload compatibility." - }, - { - "left": "issue:44964", - "right": "issue:45341", - "accept": false, - "reason": "Phi-4 multimodal model loading failure vs a small testing_utils issue are unrelated." - }, - { - "left": "issue:44704", - "right": "issue:45103", - "accept": false, - "reason": "AutoProcessor kwargs forwarding and an auto_docstring AttributeError under future annotations are different code paths." - }, - { - "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping assumptions." - }, - { - "left": "issue:45753", - "right": "issue:46369", - "accept": false, - "reason": "Infinite-loop generation on a specific image and memory overflow in sam3-litetext are different multimodal failures." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "3d_parallel.py execution failure is not the same as the testing_utils bug." + "reason": "A v5 API removal issue is unrelated to quantization/offloading behavior." } ] }, @@ -15270,31 +15201,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ + "issue:36683", "issue:38617", + "issue:42175", "issue:42490", - "issue:42757", "issue:42907", "issue:43012", + "issue:43064", "issue:43066", "issue:43097", "issue:43208", - "issue:43299", + "issue:43352", "issue:43502", "issue:43526", "issue:43550", - "issue:43792", - "issue:43824", + "issue:43582", "issue:43825", - "issue:43867", "issue:43906", + "issue:43976", "issue:43986", "issue:43992", - "issue:44038", + "issue:44016", + "issue:44077", + "issue:44117", "issue:44162", "issue:44222", - "issue:44230", "issue:44368", "issue:44380", "issue:44483", @@ -15302,19 +15235,16 @@ "issue:44514", "issue:44655", "issue:44683", + "issue:44704", "issue:44936", "issue:44938", - "issue:45290", - "issue:45341", - "issue:45372", + "issue:45103", "issue:45478", - "issue:45561", - "issue:45588", - "issue:45600", - "issue:45698", + "issue:45479", + "issue:45584", "issue:45712", "issue:45753", - "issue:46123", + "issue:46132", "issue:46172", "issue:46178", "issue:46298", @@ -15322,259 +15252,259 @@ "issue:46421" ], "soft_pairs": [ - "issue:43986|issue:45372", - "issue:43986|issue:45341", - "issue:45341|issue:45561", - "issue:45341|issue:45588", - "issue:43986|issue:45290", - "issue:43992|issue:44484", "issue:44936|issue:46365", - "issue:43208|issue:43550", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:43986|issue:44016", + "issue:44938|issue:46178", + "issue:43992|issue:44484", "issue:43066|issue:43906", + "issue:43208|issue:43550", "issue:43012|issue:43550", - "issue:43012|issue:44368", "issue:42907|issue:44655", - "issue:45712|issue:46298", + "issue:43012|issue:44368", "issue:43825|issue:44655", + "issue:45712|issue:46298", "issue:42907|issue:45753", + "issue:43352|issue:44380", "issue:43097|issue:46298", - "issue:44938|issue:46178", + "issue:43352|issue:43976", "issue:44162|issue:46172", - "issue:43792|issue:46123", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44380|issue:45479", + "issue:44077|issue:46365", + "issue:43064|issue:44380", "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:42175|issue:46365", "issue:42490|issue:43012", "issue:44483|issue:44514", "issue:43012|issue:44683", "issue:38617|issue:43502", - "issue:43208|issue:43526", - "issue:42757|issue:43824", - "issue:45600|issue:46298", - "issue:44380|issue:46421", - "issue:45698|issue:46172", - "issue:44038|issue:44230", - "issue:44483|issue:45290", - "issue:43299|issue:43867" + "issue:43208|issue:43526" ], - "prepared_review_unit_hash": "5da5be3342e5d915254be29f8b157b0567cf44a396dd0d2c1d6f7c45a37310c0", + "prepared_review_unit_hash": "275fa364392e8a46f0bd917f6217b97043f703725bc7523e75b074c66335af8b", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36916, - "estimated_input_tokens": 9229, - "estimated_eval_tokens": 18714 + "serialized_chars": 36579, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edge pair looks like a true duplicate; the set spans unrelated import errors, model-specific load/save bugs, backend issues, and test/utilities regressions. I would keep the most actively discussed, well-scoped issue as the anchor rather than merging any of these pairs.", - "confidence": 0.93, - "canonical_issue_reason": "issue:45698 is the strongest representative bug in this set: it is open, highly discussed, has inbound references, and describes a concrete save/load deserialization failure in a central code path.", + "summary": "These are mostly unrelated standalone issues across different subsystems; none of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No strong duplicate cluster is evident. If one issue must serve as an anchor, issue 43502 is the most concrete and broadly actionable standalone bug report among this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best single issue overall because it is specific, actionable, and in a user-facing persistence path that is likely to matter broadly.", + "best_issue_reason": "Issue 43502 is a good representative standalone issue because it has a clear reproducible behavior, broader user impact, and substantial discussion compared with the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "Both are loading/import failures, but they involve different missing symbols, different dependencies, and different processor code paths." + "reason": "Different failures: Trainer evaluation after training vs import failure tied to datasets installation." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Video-model processor loading with missing torchvision is unrelated to a small testing_utils bug." + "reason": "Unrelated code paths: cached_file kwargs passthrough vs auto-docstring crash under future annotations." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:44380", + "right": "issue:46421", "accept": false, - "reason": "These both mention testing utils, but one is a minor bug and the other is a pytest-xdist race on a specific file." + "reason": "Different bugs in different areas: GPT2 attention scaling vs cache lazy initialization recompilation." }, { - "left": "issue:45341", - "right": "issue:45588", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Testing utilities and flash-attention code paths are unrelated." + "reason": "Video AutoProcessor/torchvision crash is unrelated to tokenizer mapping None handling." }, { "left": "issue:43986", - "right": "issue:45290", + "right": "issue:44016", + "accept": false, + "reason": "Different subsystems: AutoProcessor video loading vs notebook syntax error." + }, + { + "left": "issue:44938", + "right": "issue:46178", "accept": false, - "reason": "Processor loading without torchvision is unrelated to chat template handling of tool-call assistant messages." + "reason": "Python 3.14 import/load issue is unrelated to undefined backend tensorflow_text." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight during encoder loading is unrelated to the save_pretrained shard-size question." + "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to save_pretrained shard size behavior." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "A train/evaluate regression is not the same bug as failing to import Trainer because of datasets." + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction issue without matching details." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and a Bamba torch.compile SDPA failure are distinct model/backend issues." + "reason": "xLSTM training bugs and Bamba SDPA compile failure are different model-specific problems." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "A tokenizer decoder-type regression is not the same as an isolated reproduction of a different issue." + "reason": "PyTorch bfloat16 warning is unrelated to Bamba SDPA compile failure." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "A precision-warning during compile is not the same failure as a model-specific SDPA compile crash." + "reason": "Saving dequantized Ministrals/Devstrals is a different failure from saving Pipeline objects." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "These are different warning-level issues with different causes and model behaviors." + "reason": "Precision warning on compile is unrelated to tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." }, { - "left": "issue:42907", + "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals is a different persistence path than saving Pipeline objects." + "reason": "Pipeline translation-task messaging and pipeline save_pretrained are unrelated issues." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Left is a dummy class / repo hygiene problem; right is a noisy logging message." + "reason": "Leftover dummy classes in dir(transformers) is not the same as a noisy logging message." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "An incorrect pipeline task-support error message is not the same as inability to save Pipeline objects." + "reason": "Dequantized save failure and Qwen3_5 infinite loop are different bugs." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Model save failure and Qwen image-generation loop are unrelated." + "reason": "Nemotron FlashAttention support and GPT2 attention scaling under SDPA/FlashAttention are different code paths." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config option and a noisy log message are different issues entirely." + "reason": "Removed tie_embeddings_and_encoder_decoder API and a noisy logging message are unrelated." }, { - "left": "issue:44938", - "right": "issue:46178", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Python 3.14 import failure and an unsupported tensorflow_text backend name are separate compatibility problems." + "reason": "FlashAttention support bug is unrelated to the Python 3.9/3.10 compatibility report." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a deepseek tensor operation failure affect different models and code paths." + "reason": "ESM2 breakage is unrelated to deepseek-v4 comb.to(dtype).transpose behavior." }, { - "left": "issue:43792", - "right": "issue:46123", + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling ignored in backends is different from AttentionInterface.register changing function behavior." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 SDPA/FlashAttention scaling bug is unrelated to degenerate zero-loss sequence classification." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy is unrelated to the Trainer import issue." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is a different training bug from GPT2 attention scaling." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained on MoE models and Qwen3.5 MoE from_pretrained errors are related by model family only, not the same concrete bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Whisper load/run failure is unrelated to a MaskGenerationPipeline batching bug." + "reason": "Gemma3Config vocab_size AttributeError is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:42175", + "right": "issue:46365", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is from_pretrained loading; not the same concrete bug." + "reason": "TensorFlow backend packaging mismatch is unrelated to the Trainer import/uninstall-datasets report." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "A trailing-slash local model import warning is unrelated to a bfloat16 compile warning." + "reason": "Local path trailing-slash import warning is unrelated to the bfloat16 compile warning." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat completions request handling and batched apply_chat_template crashes are different API/code paths." + "reason": "Chat completions request rejection and Qwen2_5_VLProcessor batched padding=False crash are different issues." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A PyTorch precision warning is not the same as compiled flex_attention failing on torch>=2.9." + "reason": "bfloat16 precision warning and compiled flex_attention failure on torch>=2.9 are distinct backend problems." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing an internal import and making network requests despite local_files_only=True are unrelated bugs." + "reason": "ImportError for layer_type_validation is unrelated to local_files_only still making API requests." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated." - }, - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "These are both import errors, but they involve different missing symbols and different packages." - }, - { - "left": "issue:45600", - "right": "issue:46298", - "accept": false, - "reason": "Broken auto_mappings references and a noisy logging message are not the same underlying bug." - }, - { - "left": "issue:44380", - "right": "issue:46421", - "accept": false, - "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy initialization causing recompilation." - }, - { - "left": "issue:45698", - "right": "issue:46172", - "accept": false, - "reason": "Wrong custom module loading after save_pretrained is unrelated to the deepseek-v4 dtype/transpose bug." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "One is a generic Qwen3-VL-Moe breakage in v5, the other is a specific FP8 inference support request." - }, - { - "left": "issue:44483", - "right": "issue:45290", - "accept": false, - "reason": "v1/chat/completions request acceptance and assistant tool-call chat templating are different failure modes." - }, - { - "left": "issue:43299", - "right": "issue:43867", - "accept": false, - "reason": "Qwen3VL-Moe loading breakage and a sorted-state_dict load error are not the same concrete defect." + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels returning one label are unrelated." } ] }, @@ -15596,342 +15526,318 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:36010", "issue:36683", - "issue:41669", - "issue:42175", "issue:42757", "issue:42898", "issue:42994", + "issue:43010", "issue:43064", "issue:43066", "issue:43299", "issue:43352", - "issue:43441", "issue:43475", - "issue:43502", "issue:43525", "issue:43611", "issue:43618", + "issue:43756", "issue:43761", + "issue:43824", "issue:43867", - "issue:43881", "issue:43901", "issue:43937", "issue:43976", "issue:43992", + "issue:44038", "issue:44075", "issue:44077", - "issue:44117", - "issue:44242", - "issue:44246", + "issue:44230", "issue:44355", "issue:44380", + "issue:44483", "issue:44485", + "issue:44492", "issue:44625", "issue:44655", "issue:44855", - "issue:44871", + "issue:44938", "issue:45216", "issue:45276", + "issue:45278", + "issue:45290", "issue:45310", - "issue:45375", - "issue:45478", - "issue:45584", - "issue:45753", + "issue:45593", + "issue:45600", + "issue:45698", "issue:46077", "issue:46082", - "issue:46132", - "issue:46202", + "issue:46172", + "issue:46298", "issue:46365" ], "soft_pairs": [ - "issue:43064|issue:44380", - "issue:36683|issue:43475", - "issue:42994|issue:44655", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:45698|issue:46172", + "issue:43618|issue:44380", "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:42994|issue:44655", "issue:42898|issue:43066", + "issue:36683|issue:43475", + "issue:44625|issue:46365", + "issue:43756|issue:44485", "issue:43352|issue:43937", - "issue:36010|issue:42757", - "issue:43611|issue:44655", - "issue:43901|issue:44655", "issue:45276|issue:46077", - "issue:45584|issue:46365", - "issue:44077|issue:46365", + "issue:43901|issue:44655", + "issue:43611|issue:44655", + "issue:36010|issue:42757", + "issue:36683|issue:44077", "issue:43867|issue:45216", - "issue:44871|issue:46365", - "issue:43502|issue:44485", + "issue:43976|issue:44938", + "issue:43352|issue:45593", "issue:44625|issue:46077", "issue:46077|issue:46082", "issue:36683|issue:43525", "issue:43618|issue:45216", - "issue:42175|issue:46365", - "issue:44380|issue:46132", - "issue:36683|issue:44242", - "issue:43299|issue:45753", - "issue:36683|issue:43881", - "issue:43352|issue:43976", + "issue:36683|issue:44625", "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", "issue:44075|issue:46365", - "issue:43352|issue:45478", - "issue:44355|issue:44855", - "issue:43441|issue:44380", - "issue:43867|issue:45375", - "issue:43867|issue:46202", - "issue:36683|issue:44117", - "issue:43352|issue:44380", - "issue:41669|issue:44246" + "issue:44355|issue:44855" ], - "prepared_review_unit_hash": "dd48103c77c5be01c918cc80008db6c57b948061de5e20c89a6fdc75f9d1a4d9", + "prepared_review_unit_hash": "2690d11b039c7435a0e69758a961972a9ff78fac065afda86a3ccd4b83f3cd0b", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37790, - "estimated_input_tokens": 9448, - "estimated_eval_tokens": 19152 + "soft_pair_count": 32, + "serialized_chars": 36800, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformer issues (imports, config attributes, save/load, attention backends, and model-specific regressions). Only the CLIP vision output bugs look close enough to share the same underlying forward/output-path regression.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue cleanly represents the whole set; the only near-duplicate pocket is the CLIP vision output regression, while the rest are unrelated.", + "summary": "This cluster is a grab bag of Transformers issues with only superficial overlap around imports, save/load, and v5 regressions. The soft pairs mostly share broad wording but do not look like the same underlying bug or change.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45698 is the broadest and most central save/load regression in the set: it describes a concrete from_pretrained/save_pretrained failure, has strong discussion activity and references, and is more representative than the many model-specific or unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45698 is the best single issue to anchor this cluster because it is actionable, user-facing, and covers a core serialization path that is closer to the cluster's recurring load/save regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Different failures: distributed Trainer/FSDP optimizer state vs GPT2 attention-scaling behavior." + "reason": "Both are import errors, but for different symbols, different package boundaries, and likely different root causes." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:45600", + "right": "issue:46298", "accept": false, - "reason": "Both are attribute errors, but on different models and different missing config fields." + "reason": "One is a CI break from stale auto_mappings references; the other is a noisy logging message. Not the same bug." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:45698", + "right": "issue:46172", "accept": false, - "reason": "One is quantized model saving, the other is Pipeline.save_pretrained; different save paths." + "reason": "Save/load custom-module regression vs a DeepSeek tensor transpose bug; unrelated code paths." }, { "left": "issue:43618", - "right": "issue:43761", - "accept": true, - "reason": "Both point to CLIP vision output regressions in the forward/output path, and a single fix could plausibly restore the missing output fields." - }, - { - "left": "issue:42898", - "right": "issue:43066", - "accept": false, - "reason": "Different tokenizer v5 behavior changes: cleanup semantics vs decoder type." - }, - { - "left": "issue:43352", - "right": "issue:43937", + "right": "issue:44380", "accept": false, - "reason": "FlashAttention support gap for one model vs invalid GenerationConfig for another." + "reason": "Both involve attention-related outputs, but CLIP attentions missing and GPT-2 attention scaling being ignored are different model/backend bugs." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Separate import errors from different packages and code paths." + "reason": "Same model family, but one loses attentions and the other loses hidden_states; likely separate output-assembly regressions." }, { - "left": "issue:43611", - "right": "issue:44655", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Model loading with base_model_prefix and Pipeline save_pretrained are unrelated." + "reason": "Regression loading Qwen3-VL/MoE models vs a feature request for FP8 inference support; not the same issue." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Docs mismatch for return_all_scores versus pipeline serialization; different concerns." + "reason": "API request validation failure and chat-template tool-call crash are different layers and different failure modes." }, { - "left": "issue:45276", - "right": "issue:46077", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Same model family, but one is token embedding resize behavior and the other is attention-mask construction." + "reason": "Both are model loading problems, but one is Qwen3-VL-MoE loading and the other is a sorted state_dict load error. Not the same bug." }, { - "left": "issue:45584", - "right": "issue:46365", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Whisper generation edge case vs Trainer import interference; unrelated." + "reason": "Quantized model saving failure and pipeline save_pretrained failure are different serialization paths." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:42898", + "right": "issue:43066", "accept": false, - "reason": "PatchTSMixer post_init validation vs Trainer import issue; unrelated." + "reason": "Tokenizer cleanup behavior change vs wrong decoder type; related area, but not the same defect." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Both involve checkpoint/load/save, but the concrete symptoms and code paths differ." + "reason": "Two AttributeErrors on different model objects and different missing fields; no shared underlying change." }, { - "left": "issue:44871", + "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Trainer import failure are unrelated." + "reason": "A config propagation bug and an import-order issue with Trainer/datasets are unrelated." }, { - "left": "issue:43502", + "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "local_files_only network leakage vs GLM-5 RoPE implementation; unrelated." - }, - { - "left": "issue:44625", - "right": "issue:46077", - "accept": false, - "reason": "Qwen3.5 num_labels propagation bug versus Gemma4 attention-mask bug." + "reason": "RoPE-layer dropping in Smollm3 vs a GLM-5 RoPE implementation discussion; different models and concrete problems." }, { - "left": "issue:46077", - "right": "issue:46082", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Different config validations in different models; no shared bug." + "reason": "Flash-Attention support gating for Nemotron vs invalid GenerationConfig for GLM-5 are unrelated." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:45276", + "right": "issue:46077", "accept": false, - "reason": "Both are config attribute errors, but for different models and fields, with no evidence of a shared fix." + "reason": "Both are Gemma4 issues, but embedding resize propagation and attention-mask construction are different code paths." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "CLIP output regression and Qwen3.5 checkpoint regression are unrelated." + "reason": "Documentation mismatch for a pipeline argument vs pipeline save_pretrained failure; not the same underlying issue." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Backend installation issue versus Trainer import conflict; different root causes." + "reason": "Base-model-prefix loading regression and pipeline saving failure are separate serialization bugs." }, { - "left": "issue:44380", - "right": "issue:46132", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "GPT2 attention scaling and AttentionInterface.register behavior are separate attention issues." + "reason": "Both are import errors, but they concern different missing exports and different dependency changes." }, { "left": "issue:36683", - "right": "issue:44242", + "right": "issue:44077", "accept": false, - "reason": "Gemma3 config attribute bug versus MoE load-balancing loss bug." + "reason": "Gemma3 config attribute loss vs patchtsmixer post_init policy change; unrelated." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Qwen3VL model loading failure and Qwen3_5 image-triggered infinite loop are different bugs." + "reason": "Both are load/save problems, but one is state_dict ordering and the other is a Qwen3.5 checkpoint regression." }, { - "left": "issue:36683", - "right": "issue:43881", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Different model loading/config failures with no clear shared code path." + "reason": "Different Python-version compatibility failures with no shared code path." }, { "left": "issue:43352", - "right": "issue:43976", + "right": "issue:45593", "accept": false, - "reason": "FlashAttention unsupported model versus Python-version packaging issue." + "reason": "Flash-attention support issue and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:44625", + "right": "issue:46077", "accept": false, - "reason": "UMT5Encoder missing weight and Qwen3.5 Moe from_pretrained error are different loading failures." + "reason": "Num-labels propagation and Gemma4 bidirectional attention are separate model-config bugs." }, { - "left": "issue:44075", - "right": "issue:46365", + "left": "issue:46077", + "right": "issue:46082", "accept": false, - "reason": "Optimizer argument handling versus import conflict; unrelated." + "reason": "Gemma4 attention-mask construction and LlamaConfig head_dim validation are different config/runtime checks." }, { - "left": "issue:43352", - "right": "issue:45478", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Different model-specific issues despite similar error wording." + "reason": "Different config attributes missing on different models; too generic to be the same bug." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Compiled file import errors and torch.jit/decorator parsing errors are different failure modes." + "reason": "CLIP attentions regression and Qwen3.5 checkpoint save regression are unrelated." }, { - "left": "issue:43441", - "right": "issue:44380", + "left": "issue:36683", + "right": "issue:44625", "accept": false, - "reason": "FlashAttention support warning for Ministral-3 versus GPT2 attention scaling config." + "reason": "Different model config fields with no shared failure mechanism." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Checkpoint load ordering issue versus missing Gemma config field; unrelated." + "reason": "UMT5 weight-loading miss and Qwen3.5 MoE from_pretrained error are separate loading bugs." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "State-dict/load ordering bug and Gemma pipeline roundtrip bug are different symptoms." + "reason": "Distributed optimizer-state corruption vs a typo in cache strategy docs/code; unrelated." }, { - "left": "issue:36683", - "right": "issue:44117", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Missing config field in Gemma3 versus tokenizer mapping None handling; unrelated." + "reason": "A no_grad decorator request for cache updates and a broad import-error report are not the same defect." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:44075", + "right": "issue:46365", "accept": false, - "reason": "Different attention-related model bugs with no evidence of a shared code path." + "reason": "Optimizer argument handling vs Trainer import breakage from datasets are different issues." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Import-star performance issue and long import timing are related only at a very high level, not the same bug." + "reason": "Both mention import/runtime errors, but one is compiled Python files and the other is a Python 3.13 torch.jit parsing problem; not the same root cause." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair (CLIP output regressions) is a plausible near-duplicate, and the rest are reasonably rejected as different bugs or code paths. No overstatement stands out." - }, - "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 }, @@ -15946,18 +15852,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:28282", "issue:30333", - "issue:30990", - "issue:31795", "issue:33453", "issue:36296", + "issue:36683", + "issue:41669", "issue:42548", "issue:42890", "issue:43010", "issue:43064", + "issue:43065", + "issue:43232", "issue:43502", "issue:43575", "issue:43576", @@ -15967,295 +15875,303 @@ "issue:43976", "issue:43992", "issue:44062", + "issue:44077", "issue:44112", "issue:44222", + "issue:44246", "issue:44351", "issue:44355", "issue:44360", - "issue:44380", "issue:44387", - "issue:44492", + "issue:44485", "issue:44556", - "issue:44655", "issue:44749", "issue:44857", "issue:44938", - "issue:44961", "issue:44964", - "issue:44977", + "issue:45071", "issue:45125", - "issue:45278", "issue:45357", "issue:45375", "issue:45440", "issue:45478", - "issue:45479", "issue:45561", "issue:45600", "issue:45850", "issue:46132", + "issue:46202", "issue:46285" ], "soft_pairs": [ - "issue:44380|issue:45479", + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:41669|issue:44246", "issue:42890|issue:45561", - "issue:43976|issue:44938", - "issue:43064|issue:44492", - "issue:43867|issue:45357", + "issue:43010|issue:45850", "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:43010|issue:43976", "issue:36296|issue:43575", - "issue:43064|issue:44655", + "issue:43618|issue:44077", "issue:28282|issue:33453", "issue:43618|issue:46285", - "issue:44655|issue:44938", "issue:43618|issue:44857", - "issue:43618|issue:44977", "issue:44360|issue:45440", "issue:43502|issue:44062", "issue:42890|issue:44964", "issue:42890|issue:45600", "issue:42890|issue:44112", + "issue:43723|issue:44556", "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43010|issue:43065", "issue:43576|issue:46132", + "issue:43502|issue:44485", "issue:45125|issue:45478", - "issue:42548|issue:44351", "issue:44355|issue:44749", + "issue:42548|issue:44351", "issue:30333|issue:33453", - "issue:44387|issue:44556", "issue:45125|issue:45375", - "issue:43010|issue:45278", - "issue:43723|issue:44556", - "issue:30990|issue:31795", - "issue:43502|issue:44222", - "issue:43502|issue:44961", - "issue:43010|issue:45850" + "issue:43010|issue:43232", + "issue:43502|issue:44222" ], - "prepared_review_unit_hash": "faa96126ed74f4e508e7367026c5ec5c5adae1253540b5634f3dd08688d64fe7", + "prepared_review_unit_hash": "bb5f9daee5b7dff778e1fbe04e37c0a206ee230298072fa11c84a6bee2b639e4", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36317, - "estimated_input_tokens": 9080, - "estimated_eval_tokens": 18416 + "soft_pair_count": 33, + "serialized_chars": 36543, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose collection of Transformers issues around v5 regressions, loading/import errors, model-specific bugs, and test/CI flakiness. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.48, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella regression report in the set and best matches the cluster\u2019s repeated theme of v5 upgrade/load/import breakage.", + "summary": "The cluster is still mostly heterogeneous. 45125 remains the best anchor because it names a concrete Qwen3.5 MoE tensor-parallel bug, but 45478 is only a plausible same-family loading regression from the title, not enough to accept as the same underlying issue.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45125 is the strongest canonical anchor because it identifies a specific failure mode (`_tp_plan` missing for Qwen3_5MoeForConditionalGeneration) and a concrete code path. It is also the closest topical neighbor to 45478, but the evidence is still too thin to treat that pair as a confirmed duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most representative anchor for this mixed cluster because it summarizes a broad upgrade regression rather than a narrow model-specific symptom.", + "best_issue_reason": "45125 is the best global issue candidate because it is the most specific, actionable bug report in the set and the likeliest place a fix would land. The rest are either broader regressions, unrelated subsystems, or weaker title-only similarities.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both are loading-related, but one is a generic state_dict/load error and the other is a missing vision config field. Different bugs." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different symptoms and code paths: model load/state_dict handling vs Gemma pipeline roundtrip tokenization." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python-version load failure and PretrainedConfig type-checking breakage are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing `vocab_size` in Gemma3Config is unrelated to FSDP2/PEFT optimizer-state corruption." + }, + { + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "Different bugs: GPT-2 attention scaling/configuration vs sequence-classification loss degeneracy." + "reason": "Both mention import cost, but one is a specific import-* regression and the other is an intermittent slowdown report." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test failures, but one is missing set_seed in a SAM HQ integration test and the other is an xdist file race in testing utils." + "reason": "Test flakiness from missing `set_seed()` is different from a pytest-xdist race on `captured_info.txt`." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Both mention Python-version breakage, but they are different compatibility failures on different Python releases with no shared code path." + "reason": "A cache/layer `no_grad` change is unrelated to a broad complaint that v5 breaks too many models." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "One is an FSDP2/PEFT optimizer-state bug; the other is just a cache-strategy typo." + "reason": "Both are Qwen/loader failures, but the titles point to different missing pieces: `embed_tokens.weight` vs a generic Qwen3.5 MoE `from_pretrained` error." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "One is a generic state_dict loading error; the other is a Qwen3.5 visual-encoder save_pretrained key regression." + "reason": "Both are model-loading regressions, but one is a sorted-state_dict issue while the other is incorrect visual encoder save keys." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Both are from_pretrained failures, but they affect different model families and appear to be unrelated loading bugs." + "reason": "Generation kwargs handling and Python compatibility are unrelated issues." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug vs tensor-parallel loading OOM; same broad area, but not the same failure." + "reason": "Tensor-parallel training bug and TP-related OOM on a specific model are not clearly the same failure." }, { - "left": "issue:43064", - "right": "issue:44655", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "Optimizer-state corruption in training is unrelated to saving Pipeline objects." + "reason": "CLIP attentions regression and `patchtsmixer` post_init validation are unrelated." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch import missing vs tokenizer-loading regression; no shared underlying bug." + "reason": "PyTorch import missing vs tokenizer-loading regression are different root causes." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both are CLIP-related, but one is a missing attentions field and the other is a structural model-class inconsistency." - }, - { - "left": "issue:44655", - "right": "issue:44938", - "accept": false, - "reason": "Saving Pipeline objects and Python 3.14 import/load failures are unrelated." + "reason": "Both touch CLIP, but they describe different structural regressions and different model variants." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIPOutput attentions regression does not match an AMP/CUDA crash in LwDetrImageLoss." - }, - { - "left": "issue:43618", - "right": "issue:44977", - "accept": false, - "reason": "Different model families and different backend-specific failures." + "reason": "CLIP attentions assignment and LwDetrImageLoss AMP/CUDA crashes are unrelated." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeekV3 implementation divergence." + "reason": "DSA/ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leakage is unrelated to the AddedToken keyword-argument error." + "reason": "Local-files-only network leakage and `AddedToken` keyword collision are separate bugs." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Different test flakiness vs a model-loading failure for Phi-4 multimodal." + "reason": "A flaky integration test and a model-load failure for Phi-4 multimodal are different issues." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "SAM HQ test instability is unrelated to broken auto_mappings references." + "reason": "Seed-related test instability is not the same as `auto_mappings.py` referencing removed configs." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "A missing seed in one integration test is not the same as a stale device-override CI failure." + "reason": "Test seed flakiness and CI device-override failure are different failures." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload after upgrade are related broadly, but not the same concrete bug." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained bug and missing tensor-parallel plan are distinct MoE issues." + "reason": "FP8 save_pretrained on MoE and missing `_tp_plan` for tensor parallelism are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression is unrelated to checkpoint reload incompatibility." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad proposal and dummy Conv2d in Sam3PixelDecoder are unrelated." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken env command and AttentionInterface.register behavior change are different API issues." + "reason": "Broken `transformers env` command and AttentionInterface.register behavior change are distinct issues." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Both touch Qwen3.5 MoE, but one is tensor-parallel metadata and the other is a from_pretrained loading error." + "reason": "Network requests despite `local_files_only` and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "Import failures for different symbols with different causes; not the same breakage." + "reason": "The titles are plausibly related, but the packet does not show enough evidence to confirm the same tensor-parallel loading failure; treat as possible duplicate only." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled-Python-file errors and slower filtering after upgrade are unrelated." + "reason": "Compiled Python file loading errors and post-upgrade slowdown are different problems." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "MLFlow reporting on training failure is unrelated to tokenizer loading regression." + "reason": "Both are import-name errors, but they involve different missing exports and likely different fixes." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Int4 CUDA memory regression is not the same as checkpoint reload incompatibility after upgrade." + "reason": "MLflow reporting and tokenizer loading regression are unrelated." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing _tp_plan and missing vision-config field are separate Qwen3.5 MoE issues." + "reason": "Missing tensor-parallel plan for Qwen3.5 MoE is unrelated to a missing vision-config field." }, { "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "Cache update no-grad decoration request is unrelated to broad import errors after upgrade." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Tokenizer loading issue and checkpoint reload incompatibility are different symptoms with different likely causes." - }, - { - "left": "issue:30990", - "right": "issue:31795", + "right": "issue:43232", "accept": false, - "reason": "SentenceTransformers loading hang is unrelated to documentation confusion in model.forward." + "reason": "Cache/layer `no_grad` decoration and generation sync_gpus handling are different bugs." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Network requests despite local_files_only and FP8 save_pretrained are unrelated bugs." - }, - { - "left": "issue:43502", - "right": "issue:44961", - "accept": false, - "reason": "local_files_only leakage is unrelated to the unrelated 'racoon' issue." - }, - { - "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "A specific cache-method decoration request is not the same as a vague report that 5.0 breaks too many models." + "reason": "Local-files-only network leakage and FP8 MoE save_pretrained are unrelated failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but the one accepted soft-edge verdict overstates the evidence available in the packet. From the titles alone, 45125 and 45478 look plausibly related, but not enough to confidently call them the same tensor-parallel loading failure. The wording should stay more conservative (e.g. \u2018possible duplicate / likely same model family issue\u2019)." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -16271,10 +16187,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:27957", "issue:30333", + "issue:30990", "issue:31795", "issue:33453", "issue:34689", @@ -16284,16 +16201,15 @@ "issue:42548", "issue:42757", "issue:42831", - "issue:43010", "issue:43299", - "issue:43525", + "issue:43502", "issue:43526", "issue:43576", + "issue:43673", "issue:43824", "issue:43827", "issue:43874", "issue:43901", - "issue:43976", "issue:44038", "issue:44222", "issue:44230", @@ -16301,9 +16217,9 @@ "issue:44315", "issue:44355", "issue:44360", - "issue:44368", - "issue:44373", "issue:44393", + "issue:44485", + "issue:44492", "issue:44556", "issue:44623", "issue:44655", @@ -16314,282 +16230,268 @@ "issue:45071", "issue:45125", "issue:45230", + "issue:45362", "issue:45468", "issue:45542", - "issue:45656", - "issue:45753", "issue:45850", - "issue:46095", + "issue:46143", + "issue:46144", "issue:46209" ], "soft_pairs": [ + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43502|issue:44961", "issue:42831|issue:43874", "issue:30333|issue:36296", "issue:44355|issue:45071", - "issue:43010|issue:44368", "issue:43827|issue:44961", "issue:44355|issue:44655", "issue:33453|issue:34689", "issue:44315|issue:44360", - "issue:43299|issue:44556", "issue:27957|issue:33453", "issue:42757|issue:43576", "issue:43576|issue:45071", - "issue:43010|issue:45656", "issue:43576|issue:43824", "issue:31795|issue:38617", "issue:44961|issue:45468", - "issue:43010|issue:43976", "issue:43576|issue:44938", "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:46143|issue:46144", "issue:44222|issue:44230", "issue:36296|issue:43901", - "issue:41628|issue:42548", "issue:44315|issue:46209", + "issue:41628|issue:42548", "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:45362|issue:45850", "issue:44623|issue:45230", "issue:44273|issue:45542", "issue:44038|issue:45125", "issue:44393|issue:45071", - "issue:44273|issue:45003", - "issue:44373|issue:44961", - "issue:44393|issue:45753", - "issue:43576|issue:44556", - "issue:43525|issue:45850", - "issue:44230|issue:46095" + "issue:44273|issue:45003" ], - "prepared_review_unit_hash": "473bc5516611ac10ce43ad4946f255cff9eda2407aa19598662ecbf541507759", + "prepared_review_unit_hash": "1ff8e9e3d85648c221371dd2811c5173f9db721be767467ef465db57e897944f", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37185, - "estimated_input_tokens": 9297, - "estimated_eval_tokens": 18850 + "soft_pair_count": 32, + "serialized_chars": 36297, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes unrelated Transformers v5 regressions, import/load failures, docs issues, and model-specific bugs. If a single issue must be chosen as an umbrella, issue:45850 is the broadest fit, but only as a loose bucket, not a real canonical duplicate.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45850 is the most general report in the set ('Since 5.0 version it breaks too many models') and best matches the overall v5-regression theme, though the cluster is too heterogeneous for a strict duplicate canonical.", + "summary": "This is a heterogeneous Transformers issue cluster with a loose theme of v5 regressions, loading/import breakages, and a few model-specific bugs, but the pairwise candidates are not the same underlying defects. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44556 is the clearest concrete version-regression report in the cluster: reloading a checkpoint trained on v4.57 fails after upgrading to v5.2/v5.3. It best represents the recurring \"v5 broke loading\" theme without being overly vague.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best global representative only because it is broad and version-level; the rest are distinct concrete bugs and should not be merged into it as duplicates.", + "best_issue_reason": "Issue 44556 is the most representative of the cluster\u2019s broad regression theme while still being specific and actionable. The rest of the items are mostly separate model-, API-, or docs-level problems.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Different bugs: loading hangs for Sentence Transformers vs confusing model.forward docs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5-related loading regressions, but they affect different models and failure modes." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage vs an unrelated racoon issue." + }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "Both mention FP8/multimodal-related failures, but one is an accuracy issue and the other is a missing API causing an AttributeError in a specific processor path." + "reason": "FP8 accuracy regression vs missing image-patch method in a specific processor." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow job status reporting and tensor-parallel training are unrelated failures with different code paths and symptoms." + "reason": "MLflow reporting on training failure vs tensor-parallel training bug; unrelated code paths." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file handling and PreTrainedConfig type-checking are distinct bugs; no shared concrete failure path." - }, - { - "left": "issue:43010", - "right": "issue:44368", - "accept": false, - "reason": "A no_grad decoration request for cache updates is unrelated to a tied-embeddings warning during Qwen LoRA fine-tuning." + "reason": "Compiled-file loading errors vs PretrainedConfig type-checking regression." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs mentioning pipeline() after removals and an unrelated 'racoon' issue do not describe the same bug or change." + "reason": "Docs still mention pipeline() vs unrelated racoon report." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "These are both about saving/compilation only in a very broad sense; the concrete problems and affected paths are different." + "reason": "Compiled Python file failures vs save_pretrained on Pipeline objects." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are separate loading issues with different triggers." + "reason": "Tokenizer-loading regression vs Llama 3.2 Vision model-loading breakage; different failures." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Applying Liger Kernel in model_init and a DSA indexer ReLU discussion are unrelated subsystems and bugs." - }, - { - "left": "issue:43299", - "right": "issue:44556", - "accept": false, - "reason": "Both concern model loading under v5, but the model families and failure modes differ; too broad to treat as the same bug." + "reason": "Liger Kernel not applied in model_init vs DSA indexer missing ReLU." }, { "left": "issue:27957", "right": "issue:33453", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and tokenizer loading regression are unrelated issues." + "reason": "Flash Attention 2 support for XLMRoberta vs tokenizer-loading regression." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "An import error for is_offline_mode from huggingface_hub and a broken transformers env command are different problems." + "reason": "Missing is_offline_mode import vs broken transformers env CLI; both import-ish, but not the same bug." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env CLI and PreTrainedConfig type checking are separate regressions with no shared code path." - }, - { - "left": "issue:43010", - "right": "issue:45656", - "accept": false, - "reason": "no_grad decoration for cache updates and double optimizer.step under deepspeed are not the same underlying training bug." + "reason": "Broken env command vs PretrainedConfig type-checking regression; same release family, different symptom." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "A v5 env command regression is unrelated to a missing Qwen2.5-VL export/import symbol." + "reason": "CLI env breakage vs missing Qwen2_5_VL export; different components." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion for model.forward arguments and a missing layer_type_validation import are unrelated." + "reason": "Documentation confusion vs ImportError for layer_type_validation; unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "These titles are too dissimilar and do not indicate the same bug or code change." - }, - { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "Cache/layer no_grad decoration and Python 3.9+ compatibility are unrelated regressions." + "reason": "racoon is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "A broken env CLI and Python 3.14 load failure are distinct environment/version issues." + "reason": "env CLI breakage vs Python 3.14 load failure; different root causes." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated 'racoon' issue are not the same defect." + "reason": "Scheduler kwargs bug vs unrelated racoon issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs unrelated racoon issue." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not the same defect." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are related only by topic, not by the same bug." + "reason": "FP8 save_pretrained bug vs FP8 inference support request; related area, different change." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training and text-classification docs behavior are unrelated." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "Cannot import AutoImageProcessor and cannot import PreTrainedModel are separate missing-export problems." + "reason": "Tensor-parallel training bug vs TextClassificationPipeline docs mismatch." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel application in model_init and FP8 inference failure on B200 are different concrete bugs." + "reason": "Liger Kernel/model_init bug vs FP8 inference failure on B200; unrelated." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Tensor-parallel training bug and BeitImageProcessorFast reduce_labels behavior are unrelated paths." + "reason": "Different import errors: AutoImageProcessor vs PreTrainedModel." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "Missing files in processor.save_pretrained and a generic bug report do not share a concrete underlying issue." + "reason": "Tensor-parallel training bug vs BeitImageProcessorFast reduce_labels bug." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Lazy loading and a TensorBoard-without-TensorFlow backend error are not the same failure." + "reason": "Generation cache missing vs typo in cache strategies; cache-related but not the same bug." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Qwen3-VL-Moe loading breakage and missing _tp_plan for tensor parallelism are different model/path regressions." + "reason": "Specific Qwen3.5 chat crash vs broad complaint that v5 breaks too many models." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Qwen3-VL 2D bounding-box output issues and PreTrainedConfig type-checking are unrelated." + "reason": "Missing processor.save_pretrained files vs generic bug report." }, { "left": "issue:44273", - "right": "issue:45003", + "right": "issue:45542", "accept": false, - "reason": "Lazy loading problems and unsafe sys.modules access are different bugs." + "reason": "Lazy loading issue vs tensorboard-only installation causing tf backend error." }, { - "left": "issue:44373", - "right": "issue:44961", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Wrong docstring for position_ids and an unrelated 'racoon' issue are not duplicates." + "reason": "Qwen3-VL-Moe breakage vs missing _tp_plan for Qwen3_5Moe; same model family, different code path." }, { "left": "issue:44393", - "right": "issue:45753", - "accept": false, - "reason": "2D bounding-box hallucination/error and infinite looping on a specific image are different Qwen3-VL failure modes." - }, - { - "left": "issue:43576", - "right": "issue:44556", - "accept": false, - "reason": "Broken env CLI and checkpoint reload failures after upgrading to v5.2/v5.3 are separate regressions." - }, - { - "left": "issue:43525", - "right": "issue:45850", + "right": "issue:45071", "accept": false, - "reason": "A missing pad_token_id on Llama4Config is a specific config bug, not the same as the broad 'many models break' umbrella." + "reason": "Qwen3-VL bbox output problem vs PretrainedConfig type-checking regression." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "FP8 inference support and a question about weight conversion scripts are not the same bug." + "reason": "Lazy loading bug vs unsafe sys.modules access in modeling_utils." } ] }, @@ -16611,25 +16513,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:31795", "issue:33453", - "issue:34689", "issue:41669", "issue:42371", "issue:42890", "issue:43352", "issue:43408", "issue:43519", + "issue:43525", "issue:43572", "issue:43576", "issue:43673", "issue:43704", "issue:43827", - "issue:43874", "issue:43976", "issue:44077", + "issue:44230", "issue:44246", "issue:44273", "issue:44295", @@ -16652,333 +16554,303 @@ "issue:45278", "issue:45310", "issue:45341", - "issue:45362", "issue:45468", "issue:45478", + "issue:45753", "issue:45850", "issue:46018", - "issue:46143", - "issue:46144", + "issue:46095", "issue:46172", - "issue:46218" + "issue:46218", + "issue:46328" ], "soft_pairs": [ + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44230|issue:46095", + "issue:43525|issue:45850", "issue:41669|issue:43673", "issue:44556|issue:45092", "issue:43572|issue:45850", - "issue:45362|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", "issue:41669|issue:46218", "issue:43408|issue:44315", "issue:42890|issue:44908", "issue:43352|issue:44393", - "issue:44246|issue:44273", "issue:43576|issue:44908", + "issue:44246|issue:44273", "issue:43976|issue:44393", "issue:44908|issue:45071", - "issue:44295|issue:45230", "issue:44297|issue:45230", + "issue:44295|issue:45230", "issue:44704|issue:44908", "issue:41669|issue:44351", - "issue:45278|issue:45850", + "issue:44492|issue:46328", "issue:41669|issue:45341", "issue:44393|issue:45478", - "issue:43874|issue:45850", - "issue:46143|issue:46144", + "issue:43976|issue:45850", "issue:43976|issue:46218", "issue:44077|issue:44861", - "issue:43673|issue:44492", "issue:43827|issue:44908", "issue:31795|issue:33453", - "issue:41669|issue:44492", "issue:44315|issue:44829", "issue:43576|issue:44273", - "issue:44655|issue:44861", "issue:44360|issue:45468", - "issue:42371|issue:44492", + "issue:44655|issue:44861", "issue:45230|issue:45310", "issue:44273|issue:44908", "issue:43576|issue:46218", - "issue:43827|issue:44492", "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:46018|issue:46172", - "issue:41669|issue:43704", - "issue:31795|issue:34689" + "issue:41669|issue:43704" ], - "prepared_review_unit_hash": "5206521f2ce82829e961a4f03c65232e269855bc3d81a97ccbaf0991800485d7", + "prepared_review_unit_hash": "ae8d46b9de7b3f08b603be46fdb0d98cd6ffe2bd39db723101156bdce74a04b1", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39270, - "estimated_input_tokens": 9818, - "estimated_eval_tokens": 19892 + "serialized_chars": 39338, + "estimated_input_tokens": 9835, + "estimated_eval_tokens": 19926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose grab-bag of v5 regression reports, model-specific loading bugs, and unrelated docs/tests/perf issues. No soft pair looks like the same concrete bug/change, so none should be merged.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45278 is the broadest representative report in the set: an upgrade-induced import breakage complaint that matches the general regression theme better than the narrower model/config-specific issues.", + "summary": "The set is heterogeneous, with a loose theme of Transformers v5 regressions and model/config compatibility issues, but no clear duplicate cluster. I\u2019d use the broad v5 upgrade regression report as the best representative issue.", + "confidence": 0.25, + "canonical_issue_reason": "issue:45278 is the broadest concrete user-facing regression report in the set (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d), and it best summarizes the v5 breakage theme without being as vague as the umbrella complaints.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best available umbrella issue for this cluster, but it is still only a coarse symptom report rather than a precise root-cause match for the rest of the items.", + "best_issue_reason": "issue:45278 is the most representative issue because it captures the widest class of compatibility failures among these reports; the others are more specific to one model, API, or bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL problems, but one is 2D bbox output hallucination/error and the other is an infinite loop on a specific image; different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both relate to v5 breakage, but one is the `transformers env` command and the other is checkpoint reload compatibility; different code paths." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "One asks for FP8 inference support for Qwen3-VL/Qwen3.5 MoE, the other asks for a DeepSeek-V4 weight conversion script; not the same bug/change." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "`Llama4Config` missing `pad_token_id` is a specific config bug; \u201cSince 5.0 version it breaks too many models\u201d is a broad complaint, not the same issue." + }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Different problems: import-star cleanup/performance vs missing GenerationMixin cache in chunked prefill." + "reason": "Import-star usage slowing imports is unrelated to `GenerationMixin` cache missing during chunked prefill." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are v5 checkpoint-loading regressions, but they describe different code paths and causes (reload compatibility vs remote-code/meta init)." + "reason": "Both are upgrade incompatibilities, but one is checkpoint reload after v5.2/v5.3 and the other is meta-init incompatibility for old InternVL2 remote-code checkpoints; distinct failures." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Specific StableLmConfig pad_token_idx regression vs a vague broad complaint that v5 breaks too many models." + "reason": "StableLmConfig missing `pad_token_idx` is a specific config regression, not the broad \u201ctoo many models\u201d complaint." }, { - "left": "issue:45362", + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs is not the same as a generic v5 model breakage report." + }, + { + "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5 chat crash is a model-specific bug, not the same issue as a generic broad regression report." + "reason": "Both are broad v5 complaints, but one is specifically about import errors after upgrade and the other is a generic statement that many models break; not the same concrete defect." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-star removal/perf work is unrelated to the Qwen3_5 import failure." + "reason": "Import-star slowdown in model packages is unrelated to failing to import `Qwen3_5ForCausalLM`." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Different model/setup bugs: sam3 type warning vs Liger Kernel not applied with model_init." + "reason": "Wrong model type warning for sam3_tracker is unrelated to Liger Kernel not applying with `model_init`." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Unseeded integration tests are unrelated to the inverse_sqrt scheduler kwargs bug." + "reason": "Missing `set_seed()` in SAM HQ tests is unrelated to inverse_sqrt scheduler kwargs being ignored." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support gating vs Qwen3-VL 2D box output error are separate model issues." + "reason": "Flash Attention 2.0 unsupported for NemotronH is unrelated to Qwen3-VL bbox output errors." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:43576", + "right": "issue:44908", "accept": false, - "reason": "Import slowness and broken lazy loading are related only at a high level, not the same concrete bug." + "reason": "`transformers env` command breakage is unrelated to scheduler kwargs handling." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Broken `transformers env` command is unrelated to scheduler kwarg handling." + "reason": "Import slowdown is about startup/perf, while lazy loading not working properly is a different mechanism-level bug." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version incompatibility is unrelated to the Qwen3-VL bounding-box bug." + "reason": "Python 3.9/3.10 compatibility is unrelated to Qwen3-VL output hallucination." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression are different code paths." + "reason": "Scheduler kwargs being ignored is unrelated to `PretrainedConfig` type checking regressions." }, { - "left": "issue:44295", + "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Buffer access error on position_ids is unrelated to a generic bug report." + "reason": "Tokenizer class mismatch on save is unrelated to a generic, underspecified bug report." }, { - "left": "issue:44297", + "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch on save_pretrained is unrelated to a generic bug report." + "reason": "`position_ids` buffer access failure is a specific tensor/buffer bug, not the same as an unspecified bug report." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor cached_file kwargs bug is unrelated to scheduler behavior." + "reason": "`AutoProcessor.from_pretrained` kwargs forwarding is unrelated to inverse_sqrt scheduler kwargs." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star cleanup/perf work is not the same as the HybridCache import failure." + "reason": "Import-star slowdown is unrelated to missing `HybridCache` export/import errors." }, { - "left": "issue:45278", - "right": "issue:45850", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "Both are broad v5 regression complaints, but they are not the same underlying defect or fix." + "reason": "A cache-strategy typo is unrelated to `SequenceFeatureExtractor.pad` wasting time on numpy-to-list conversion." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Model import cleanup is unrelated to a testing_utils bug." + "reason": "Model import-star overhead is unrelated to a bug in `testing_utils.py`." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model bugs with different symptoms and code paths." + "reason": "Both are Qwen3.5/Qwen3-VL-related, but one is bbox output hallucination and the other is a from_pretrained import/error regression; different bugs." }, { - "left": "issue:43874", + "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Specific GLM46V image-processor AttributeError vs a generic v5-breakage complaint." - }, - { - "left": "issue:46143", - "right": "issue:46144", - "accept": false, - "reason": "Both are RoFormer-related, but one is kwargs plumbing and the other is attention-interface usage; not the same bug." + "reason": "Python-version support is unrelated to the broad \u201cmany models break\u201d complaint." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python support regression is unrelated to the Qwen3_5 import error." + "reason": "Python compatibility does not match a missing Qwen3_5 model import." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "PatchTSMixer post_init policy and tied-weights AttributeError are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Generation cache missing and a typo in cache strategies are different issues." + "reason": "Optional `post_init` being disallowed and `_tied_weights_keys` crashing on list input are different model config/utility issues." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to scheduler kwargs handling." + "reason": "Docs still referencing `pipeline()` is unrelated to scheduler kwargs handling." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion vs tokenizer-loading regression are unrelated." - }, - { - "left": "issue:41669", - "right": "issue:44492", - "accept": false, - "reason": "Import-star cleanup/perf work is unrelated to the cache-strategy typo." + "reason": "Documentation confusion around `input_ids`/`past_key_values` is unrelated to tokenizer loading regression." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application and flash_attention_3 training degeneration are separate model-trainer bugs." + "reason": "Liger Kernel not applied with `model_init` is unrelated to degenerate training under flash_attention_3." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy-loading failure are different v5 symptoms, not one concrete bug." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Pipeline save_pretrained failure and tied-weight key AttributeError are unrelated." + "reason": "Broken `transformers env` command and lazy loading failure are different issues." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA/ReLU discussion is unrelated to Gemma4 audio positional encoding." + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated model/subsystem problems." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + "reason": "Pipeline save/load failure is unrelated to tied-weight-key handling." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report is not the same as the Qwen3.5 Moe from_pretrained failure." + "reason": "A generic bug report is not enough evidence to merge with a specific Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs bug are different issues." - }, - { - "left": "issue:43576", - "right": "issue:46218", - "accept": false, - "reason": "Broken env command and Qwen3_5 import failure are unrelated." - }, - { - "left": "issue:43827", - "right": "issue:44492", - "accept": false, - "reason": "Docs referencing pipeline() and a cache-strategy typo are unrelated." - }, - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model bugs." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Timestamp calculation bug is unrelated to scheduler kwargs handling." - }, - { - "left": "issue:46018", - "right": "issue:46172", - "accept": false, - "reason": "DeepSeek-V4 gating behavior and a tensor transpose issue are different code-path bugs." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import-star cleanup/perf work is unrelated to a dataloader-thread VRAM leak." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Documentation ambiguity and Llama 3.2 Vision model-loading regression are unrelated." + "reason": "Lazy loading malfunction is unrelated to inverse_sqrt scheduler kwargs being ignored." } ] }, @@ -17000,16 +16872,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-462", + "cluster_id": "cluster-10000-463", "nodes": [ "issue:30333", "issue:31515", "issue:31795", "issue:33453", + "issue:34689", "issue:36296", "issue:37934", "issue:38617", - "issue:41669", "issue:42371", "issue:42913", "issue:42936", @@ -17022,6 +16894,7 @@ "issue:43525", "issue:43572", "issue:43606", + "issue:43618", "issue:43668", "issue:43704", "issue:43717", @@ -17032,9 +16905,11 @@ "issue:44263", "issue:44351", "issue:44485", + "issue:44492", "issue:44623", "issue:44861", "issue:44908", + "issue:44938", "issue:44998", "issue:45290", "issue:45310", @@ -17046,14 +16921,15 @@ "issue:46218" ], "soft_pairs": [ + "issue:31795|issue:34689", "issue:31515|issue:31795", "issue:43704|issue:44485", "issue:44485|issue:45468", "issue:45850|issue:46218", "issue:42371|issue:43704", "issue:43502|issue:43519", - "issue:43519|issue:44623", "issue:43298|issue:46095", + "issue:43519|issue:44623", "issue:43519|issue:43704", "issue:44263|issue:45468", "issue:43606|issue:45468", @@ -17062,14 +16938,14 @@ "issue:43352|issue:46218", "issue:42913|issue:43066", "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", "issue:44861|issue:45290", - "issue:43704|issue:44998", "issue:43525|issue:44861", "issue:31515|issue:38617", "issue:43572|issue:44861", - "issue:43066|issue:44998", - "issue:41669|issue:44998", - "issue:44998|issue:46218", "issue:44230|issue:44623", "issue:30333|issue:31515", "issue:31515|issue:36296", @@ -17089,286 +16965,292 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "c05a05c8dcd82aa31c48ac641453a14088fd9713dabdd8a0af65f643aa0780ba", + "prepared_review_unit_hash": "638c407292fd2022c55a29bb3a254819306949e034c3bfa801f4f4d5e87dd69c", "component_budget": { - "node_count": 462, - "item_count": 462, - "soft_pair_count": 1697, - "serialized_chars": 880320, - "estimated_input_tokens": 220080, - "estimated_eval_tokens": 440416 + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 }, "budget": { - "node_count": 42, - "item_count": 42, - "soft_pair_count": 42, - "serialized_chars": 36094, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "node_count": 45, + "item_count": 45, + "soft_pair_count": 43, + "serialized_chars": 38002, + "estimated_input_tokens": 9501, + "estimated_eval_tokens": 19258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: many items are only loosely related by Transformers v5 regressions, tokenizer/config breakage, or import errors, but they do not describe the same concrete bug. No soft edge is strong enough to merge.", - "confidence": 0.24, - "canonical_issue_reason": "issue:45850 is the broadest umbrella for the repeated \u201cv5 breaks models\u201d reports, so it best represents the cluster\u2019s shared regression theme, even though it is not a duplicate of the specific bugs.", + "summary": "This cluster is highly heterogeneous; the soft pairs share superficial release/model/tokenizer language but not a single fixable bug, so none should be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45850 is the only broad umbrella describing a widespread 5.0 regression pattern, so it is the closest cluster-level representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most representative issue for the overall theme because it captures the widest scope of the recurring version-5 compatibility complaints.", + "best_issue_reason": "Same as canonical: it is the broadest issue in the set and the best available representative, though still too generic for a precise duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Both concern loading/docs around models, but one is documentation confusion and the other is a concrete model-loading regression." + }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "One is a slow checkpoint load complaint; the other is documentation confusion about forward inputs. Different problems." + "reason": "Slow checkpoint loading and forward-API documentation confusion are unrelated problems." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in multi-threaded dataloading vs a RoPE implementation discussion for GLM-5. Different code paths." + "reason": "VRAM leakage in multithreaded dataloading and GLM-5 RoPE implementation are different code paths." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE vs Gemma-4 audio positional encoding. Both are model internals, but not the same bug." + "reason": "RoPE math for GLM-5 and Gemma-4 audio positional encoding are separate model-specific bugs." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "A broad \u201cmany models break in v5\u201d complaint versus a specific import failure for Qwen3_5ForCausalLM. Not the same concrete issue." + "reason": "A broad complaint about many v5 regressions is not the same as a specific Qwen3_5 import failure." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings API change is unrelated to a VRAM leak in dataloader threads." + "reason": "TF32 behavior settings and a VRAM leak in dataloader threads do not overlap concretely." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only still making network requests is unrelated to Qwen3VL timestamp calculation." + "reason": "local_files_only network leakage and Qwen3VL timestamp calculation are unrelated." }, { - "left": "issue:43519", - "right": "issue:44623", + "left": "issue:43298", + "right": "issue:46095", "accept": false, - "reason": "Timestamp math in a processor is not the same as missing files in save_pretrained." + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are different requests." }, { - "left": "issue:43298", - "right": "issue:46095", + "left": "issue:43519", + "right": "issue:44623", "accept": false, - "reason": "Continuous batching lacking audio-model support is unrelated to a DeepSeek-V4 weight conversion question." + "reason": "Timestamp calculation in a processor and missing files from save_pretrained are distinct bugs." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp calculation and VRAM leakage are different subsystems and symptoms." + "reason": "A processor timestamp bug and a VRAM leak in training threads are unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in an indexer is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return handling and Gemma-4 audio positional encoding are not the same failure." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is a runtime placement bug, not a positional-encoding issue." + "reason": "CPU offload device mismatch is a different issue from audio positional encoding logic." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a normalization precision bug, not the Gemma-4 audio encoding issue." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and Gemma-4 audio positional encoding are separate model bugs." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different symbols/modules with no clear shared root cause." + "reason": "HybridCache import failure and Qwen3_5 module import failure are related to imports, but not the same missing symbol/module." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention support for NemotronHForCausalLM is unrelated to an import failure for Qwen3_5ForCausalLM." + "reason": "Flash Attention 2 support for Nemotron and a Qwen3_5 import error are different problems." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizer v5 behavior, but one is a general regression report and the other is a specific decoder-type mismatch." + "reason": "Both mention tokenizer changes, but one is a broad behavior difference while the other is a specific decoder-type regression." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling is unrelated to an unrelated off-topic issue." + "reason": "Scheduler kwargs handling and an unrelated social/placeholder issue share no bug or code path." }, { - "left": "issue:44861", - "right": "issue:45290", + "left": "issue:44492", + "right": "issue:44998", "accept": false, - "reason": "Tied-weight key handling and chat-template tool-call crashes are different code paths." + "reason": "A cache-strategy typo and an unrelated placeholder issue are not duplicates." }, { - "left": "issue:43704", + "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "VRAM leak and an off-topic unemployment issue are unrelated." + "reason": "CLIPOutput attentions regression and an unrelated placeholder issue are clearly different." }, { - "left": "issue:43525", - "right": "issue:44861", + "left": "issue:44998", + "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight-key list handling." + "reason": "The placeholder issue is unrelated to the broad v5 regression umbrella." }, { - "left": "issue:31515", - "right": "issue:38617", + "left": "issue:44938", + "right": "issue:44998", "accept": false, - "reason": "Slow checkpoint loading and an ImportError from configuration_utils are different failures." + "reason": "Python 3.14 loading failure and the unrelated placeholder issue do not match." }, { - "left": "issue:43572", - "right": "issue:44861", + "left": "issue:44861", + "right": "issue:45290", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same bug as _get_tied_weight_keys crashing." + "reason": "_get_tied_weight_keys list handling and apply_chat_template tool-call crashes are different code paths." }, { - "left": "issue:43066", - "right": "issue:44998", + "left": "issue:43525", + "right": "issue:44861", "accept": false, - "reason": "Tokenizer decoder-type regression and an unrelated off-topic issue." + "reason": "Missing pad_token_id in Llama4Config and tied-weight-key list handling are unrelated." }, { - "left": "issue:41669", - "right": "issue:44998", + "left": "issue:31515", + "right": "issue:38617", "accept": false, - "reason": "Import-star performance issue is unrelated to the off-topic issue." + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are unrelated." }, { - "left": "issue:44998", - "right": "issue:46218", + "left": "issue:43572", + "right": "issue:44861", "accept": false, - "reason": "Off-topic unemployment issue and a Qwen import failure are unrelated." + "reason": "StableLmConfig pad_token_idx regression and tied-weight-key attribute handling are distinct bugs." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request and missing processor save files are not the same bug." + "reason": "FP8 support for qwen3-vl/qwen3.5 and missing processor save files are different feature/bug areas." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to slow checkpoint loading." + "reason": "MLFlow reporting on failed training jobs and slow checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Slow from_pretrained checkpoint loading is not the same as a tensor-parallel training bug." + "reason": "Checkpoint load slowness and tensor-parallel training failure are different issues." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and Qwen3.5 Moe from_pretrained error are related only by model family, not the same defect." + "reason": "FP8 inference support and a from_pretrained error on Qwen3.5 MoE are separate concerns." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint load slowness and tokenizer loading regression are different issues." + "reason": "Both involve loading, but checkpoint slowness and tokenizer-loading regression are not the same bug." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support and FP8 inference support are separate feature gaps." + "reason": "Continuous batching for audio models and FP8 qwen3-vl support are different requests." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights discussion and RoFormer attention-interface usage are different model-specific concerns." + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated model implementation issues." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 gating logic are unrelated model bugs." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are different model bugs." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A ModernBERT type hint issue is unrelated to tokenizer regex warnings." + "reason": "A config type-hint issue and tokenizer regex warnings after 4.57.3 are unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being passed into loss calculation." + "reason": "Mask2Former ignore_value and missing kwargs in loss calculation do not describe the same defect." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation and RoFormer attention interface usage are different code paths." + "reason": "Loss-function kwargs propagation and RoFormer attention interface usage are unrelated." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to tokenizer regex warnings." + "reason": "Mask2Former ignore_value and tokenizer regex warnings are not duplicates." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to RoFormer attention implementation." + "reason": "Mask2Former ignore_value and RoFormer attention interface usage are separate bugs." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2Former ignore_value bug is unrelated to a typo in quantization operation naming." + "reason": "Mask2Former ignore_value and a typo in quantization operation naming are unrelated." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation and ModernBERT config typing are separate issues." + "reason": "Missing loss kwargs and a ModernBERT config type-hint error are different issues." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hint and a quantization-operation typo are unrelated." + "reason": "Incorrect type hints and a typo in a quantization symbol are not the same bug." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A question about Llama4TextL2Norm being RMS norm is unrelated to a ModernBERT type-hint bug." + "reason": "A question about RMS norm in Llama4TextL2Norm and a ModernBERT type-hint correction are unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value handling and ModernBERT norm_eps typing are not the same underlying bug." + "reason": "Mask2Former ignore_value handling and ModernBERT type hints are different problems." } ] }, @@ -17401,12 +17283,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "555374a847cd494284a9d15ae9442ebfcc57154106dce86ae5b7dfebe636f656", + "prepared_review_unit_hash": "67b6e12a78bbf0598a2a79eebad12e2533612e73ff197f6c397f1ea81459bcc6", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2874, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -17414,7 +17296,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2874, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -17423,30 +17305,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are distinct feature requests in different parts of the library: token truncation behavior, ReduceLROnPlateau-like scheduling, and Wav2Vec2 word time offsets. The cluster is heterogeneous, so none of the soft pairs should be merged as duplicates.", - "confidence": 0.97, + "summary": "These three issues are not duplicates: one is about tokenizer truncation direction, one asks for ReduceLROnPlateau-like scheduler behavior, and one concerns Wav2Vec2 word boundary timestamps. They describe unrelated features/problems, so there is no clear canonical issue in this cluster.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 10519 is the most concrete and self-contained request, but it does not represent the others because the topics are unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different feature areas: truncation strategy for tokenization vs. time offsets in Wav2Vec2. No shared underlying bug or change." + "reason": "Different domains and code paths: truncation strategy vs Wav2Vec2 timestamp extraction." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated requests: truncation from beginning vs. ReduceLROnPlateau-like learning-rate scheduling. Not the same problem." + "reason": "Unrelated requests: tokenizer truncation option vs learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Different subsystems and goals: optimizer scheduling vs. audio word boundary offsets. No duplicate relationship." + "reason": "Separate topics with no shared underlying bug or change: scheduler behavior vs audio model word offsets." } ] }, @@ -17478,7 +17360,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "a833315f9e68c6995542f7b1e472dd67a88edf58b2131f0aea13f7644d3290aa", + "prepared_review_unit_hash": "3c993acaf5a65bec9bc9b17c4cfcf00abfef799b2e5b884bd4b64ef31a6cbc72", "component_budget": { "node_count": 3, "item_count": 3, @@ -17500,24 +17382,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are only loosely related by being user-facing Hugging Face/TensorFlow model problems, but they do not describe the same underlying bug. One is a tokenizer behavior mismatch, one is an authentication/error-message issue for private models, and one is a generic model-loading failure for bert-base-uncased.", - "confidence": 0.88, - "canonical_issue_reason": "issue:16618 is the broadest and most central user-facing failure in the set, but the other two issues describe different problems rather than the same bug.", + "summary": "These issues are not duplicates of each other: one is a tokenization discrepancy, one is an auth/error-message problem for private model downloads, and one is a generic model-loading failure for bert-base-uncased.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 16618 is the broadest and most central model-loading report in the set, with the highest discussion activity, while the other two describe different problems.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the most representative as a generic model-load failure report; the others are more specific and not duplicates of it.", + "best_issue_reason": "Issue 16618 is the best representative of the cluster only in the loose sense that it is the most general loading-related issue; it is still not the same underlying bug as the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenizer output mismatch is a different code path from a model-loading failure; they do not appear to be the same bug." + "reason": "Tokenization output differences and a model-loading failure are different code paths and different bugs; nothing here suggests one fix would resolve both." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model login/authentication error messaging is distinct from failing to load bert-base-uncased; same broad area, different underlying issue." + "reason": "Private-model auth/download error messaging is a different problem from failing to load bert-base-uncased; they are not clearly the same underlying bug." } ] }, @@ -17547,7 +17429,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "201ea685eec458f545d334598e9358ac8ebcb6cf5cabb775ca98e310ac891a0c", + "prepared_review_unit_hash": "779867657a1ee029b83acc129ba74596663776cdf613bff7998f8cdb6b7d3f8a", "component_budget": { "node_count": 2, "item_count": 2, @@ -17569,18 +17451,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two broad community-contribution issues about different feature areas: Flash Attention 2 support vs GGUF support for more architectures. They are not the same underlying bug or change, so they should not be clustered together.", - "confidence": 0.98, - "canonical_issue_reason": "Neither issue is a duplicate of the other; if one must be chosen as the canonical issue for this cluster, either would be arbitrary because they track different feature requests.", + "summary": "These are both community-contribution feature requests, but for different capabilities: Flash Attention 2 architecture support vs. GGUF architecture support. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the better representative only by position in time and because it is a clearly scoped feature request, but it is not meaningfully better than 33260 for a duplicate cluster because they are unrelated.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested features and architectures (Flash Attention 2 support vs GGUF support). Shared \u2018community contribution\u2019 framing is too broad to indicate the same underlying change." + "reason": "Different underlying requests affecting different model-format/backend support paths; they are only loosely related as community contribution proposals." } ] }, @@ -17639,188 +17521,185 @@ "issue:44370|issue:46226", "issue:46222|issue:46226" ], - "prepared_review_unit_hash": "b4f4e84dc24fa28e47c51b2cd19e3b848de08af2ea3f5e7c28722a9dade6395b", + "prepared_review_unit_hash": "2e55cafba96425bae06e1d5ec826f55e5e19fde15e5a1879a7c21189c75859de", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13522, - "estimated_input_tokens": 3381, - "estimated_eval_tokens": 7018 + "serialized_chars": 13532, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 24, - "serialized_chars": 13522, - "estimated_input_tokens": 3381, - "estimated_eval_tokens": 7018 + "serialized_chars": 13532, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly noisy i18n translation-request issues across different languages; they share a boilerplate shape but are not the same underlying request. The only clear duplicate pair is the two identical Thai-titled issues.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43834 is the most generic/template-like representative of the boilerplate i18n translation-request cluster.", + "summary": "This cluster is dominated by similarly templated i18n translation-request issues, but they are not the same underlying request. The language-specific issues (Turkish, Spanish, Romanian) are distinct, and the placeholder/nonsense issues look like template or spam artifacts rather than true duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "If a representative must be chosen, issue:43834 is the most generic placeholder-style i18n issue and sits near the center of the similarity clique. It is only a stand-in representative, not a true duplicate of the language-specific translation requests.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 best represents the shared placeholder-style translation-request pattern in this cluster, even though most other items are not true duplicates of it.", + "best_issue_reason": "issue:43834 is the best cluster representative because it uses the canonical template title and is the clearest example of the repeated boilerplate pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same broad i18n theme, but these are different language translation requests, not the same issue." + "reason": "Different translation requests; soft title/body similarity is just the shared i18n template, not the same language issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Boilerplate similarity only; Turkish vs. another language request are distinct." + "reason": "Turkish vs generic placeholder request; no evidence they refer to the same concrete translation task." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Generic placeholder title aside, this is still a different translation request." + "reason": "Turkish request is distinct from the generic template issue; similarity is only boilerplate." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target language, so not the same underlying issue." + "reason": "Turkish and Romanian translation requests are separate issues, not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are separate items, not duplicates." + "reason": "Turkish and Spanish translation requests are different localized docs efforts." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Shared template wording only; the language-specific request differs." + "reason": "Spanish-specific request does not match the generic placeholder issue beyond shared template text." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "These look like different language translation requests, not one bug/change." + "reason": "Spanish translation request is distinct from the generic template issue." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish vs. Romanian translation requests are distinct." + "reason": "Spanish and Romanian translation requests are separate, not the same underlying bug/change." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Same boilerplate form, but not the same underlying request." + "reason": "Spanish request vs generic placeholder; no concrete overlap beyond template wording." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Different language-specific translation requests; similarity is only structural." + "reason": "Romanian request and generic placeholder issue are not the same concrete task." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Boilerplate i18n request, but not the same language/task." + "reason": "Romanian request is distinct from the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Template similarity is not enough to merge these into one issue." + "reason": "Romanian-specific translation request does not duplicate the generic template issue." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Romanian translation request is unrelated to the Thai-text issue." + "reason": "Romanian translation request is unrelated to the Thai-text issue; only surface similarity exists." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Romanian translation request is unrelated to the Thai-text issue." + "reason": "Romanian translation request is unrelated to the Thai-text issue; only surface similarity exists." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Near-identical template text, but not enough evidence they are the same translation request." + "reason": "Both are generic template-style issues, but there is no evidence they are the same concrete request or change." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "They may be template clones, but the underlying language request is not confirmed the same." + "reason": "Generic placeholder titles alone are insufficient to treat these as duplicates of the same underlying issue." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Different content: generic placeholder i18n issue vs. Thai spam/clone issue." + "reason": "Template issue vs nonsensical Thai text; no shared concrete bug/change." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different content: generic placeholder i18n issue vs. Thai spam/clone issue." + "reason": "Template issue vs nonsensical Thai text; similarity is not enough to merge." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Very similar boilerplate, but not clearly the same concrete request." + "reason": "Both are placeholder-style issues, but the available evidence does not show the same underlying request." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different issue content; only superficial similarity." + "reason": "Generic template issue and Thai-text issue do not indicate the same concrete problem." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different issue content; only superficial similarity." + "reason": "Generic template issue and Thai-text issue do not indicate the same concrete problem." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different issue content; only superficial similarity." + "reason": "Generic template issue and Thai-text issue do not indicate the same concrete problem." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different issue content; only superficial similarity." + "reason": "Generic template issue and Thai-text issue do not indicate the same concrete problem." }, { "left": "issue:46222", "right": "issue:46226", - "accept": true, - "reason": "These have the same Thai title and appear to be the same underlying issue/clone." + "accept": false, + "reason": "Identical-looking Thai-text titles alone are not enough to confirm a true duplicate underlying bug/change; looks more like repeated spam or malformed submissions." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well-grounded in the packet: it correctly treats the Turkish/Spanish/Romanian/placeholder i18n items as structurally similar but not confirmed duplicates, and it only accepts the one clearly identical Thai-titled pair. The soft-edge verdicts are conservative and do not overclaim beyond the available evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -17881,135 +17760,135 @@ "issue:43671|issue:45027", "issue:43671|issue:45177", "issue:43671|issue:44121", - "issue:43837|issue:45322", + "issue:43671|issue:43909", "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", "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": "8bf4770c194365c785fad4dfbbb9ce589ce3b46e313d1664cfc78426887f48bf", + "prepared_review_unit_hash": "a293327442a37812e3b6fb7aa2526ceeeab69010be6e92cc9abe8d4ae036fa3a", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21656, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21659, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 36, - "serialized_chars": 21656, - "estimated_input_tokens": 5414, - "estimated_eval_tokens": 11084 + "serialized_chars": 21659, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These items are all model-request issues, but they refer to different concrete models or modalities (e.g. vision, audio, OCR, sparse transformer, BERT variants). None of the soft-linked pairs looks like the same underlying bug/change, so all soft edges are rejected. There is no strong duplicate canonical here; the closest hub is the Qwen3 audio request set, but it is still not a duplicate cluster.", - "confidence": 0.56, - "canonical_issue_reason": "If a single issue must anchor this group, issue 43671 is the most discussion-heavy and is the closest hub to the other Qwen3/audio-related requests, but it is still not a duplicate of them.", + "summary": "This cluster is a loose thematic group of unrelated model-add requests, not a true duplicate set. The items span different architectures and modalities (text, vision, audio, OCR, sparse transformers), so none of the soft edges look like the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:36879 is the oldest and clearest single model-request thread, but the cluster is too heterogeneous to treat the other issues as duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43671 is the best representative only in the loose sense that it is active and sits near the densest similarity subcluster; however, the collection is better treated as separate model requests rather than duplicates.", + "best_issue_reason": "issue:36879 is the best available representative anchor because it is concise and closed, but it should only be used as a loose cluster exemplar, not as a duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert and DEIMv2 are different model requests with different target architectures." + "reason": "Different requested models (EuroBert vs DEIMv2); only broad 'add a model' similarity." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "A BERT config request and a Qwen3-TTS support request are unrelated model additions." + "reason": "Text model request vs TTS support request; different code paths and deliverables." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert config and RF-DETR are different model families." + "reason": "EuroBert and RF-DETR are unrelated architectures; not the same bug/change." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are distinct model additions, not the same change." + "reason": "RF-DETR vs DEIMv2: different model families and implementation work." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is a detection model; LFM2.5 Audio is an audio model request." + "reason": "Vision model request vs audio model request; not mergeable into one concrete PR." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and the weight-sparse transformer request target different architectures." + "reason": "RF-DETR and sparse transformer requests address different model implementations." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model/support requests." + "reason": "RF-DETR vs ASR support; distinct model support areas." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are different modalities and code paths." + "reason": "RF-DETR and TTS are different modalities and code changes." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + "reason": "NeoBERT and Qwen3-ASR are unrelated requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the sparse transformer request concern different model architectures." + "reason": "Different model targets: NeoBERT vs weight-sparse transformer." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families." + "reason": "Text-model request vs audio-model request; not the same underlying work." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different requested models." + "reason": "RF-DETR and NeoBERT are different model additions, not duplicates." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different BERT-like models, not the same fix." + "reason": "NeoBERT vs ModernVBERT: separate model support requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are separate model integrations." + "reason": "MiniCPM3 support and Qwen3-ASR support are different model integrations." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are different architectures." + "reason": "MiniCPM3 architecture request vs sparse-transformer model request." }, { "left": "issue:41115", @@ -18021,121 +17900,121 @@ "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different models and modalities." + "reason": "MiniCPM3 vs Voxtral-TTS: different models and modalities." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + "reason": "DEIMv2 vision model request vs Qwen3 TTS request; unrelated." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model additions." + "reason": "ModernVBERT and Qwen3-ASR are different support asks." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are different requested models." + "reason": "ModernVBERT vs TTS support; not the same concrete change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and generic RoPE BERT-like support are not the same concrete change." + "reason": "Related BERT family wording, but one is a specific model request and the other is a broad RoPE-family proposal." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS are different code paths and models." + "reason": "BERT-like RoPE proposal vs Voxtral-TTS; no shared code path." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by family but are different model modalities and separate integrations." + "reason": "TTS and ASR are related audio tasks but separate implementation requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different audio models, not the same change." + "reason": "Different model families and request scopes within audio support." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and requests." + "reason": "TTS support vs OCR model support; different functionality." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support and the sparse transformer request are unrelated." + "reason": "TTS request and sparse-transformer request are unrelated." }, { - "left": "issue:43837", - "right": "issue:45322", + "left": "issue:43671", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and EUPE are different model requests." + "reason": "Both audio-adjacent, but TTS and LFM2.5 Audio are distinct model additions." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio-model requests with different targets." + "reason": "ASR support vs audio model support; not the same change." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + "reason": "Qwen3-ASR and EUPE target different model architectures and tasks." }, { - "left": "issue:43671", - "right": "issue:43909", + "left": "issue:43837", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model support requests." + "reason": "ASR support vs weight-sparse transformer support; different implementations." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are unrelated architecture requests." + "reason": "Audio model request vs SAM3-LiteText request; unrelated." }, { - "left": "issue:43837", - "right": "issue:44121", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and the sparse transformer request target different model families." + "reason": "Sparse transformer request vs EUPE model request; not the same underlying bug/change." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio model integrations." + "reason": "ASR and Voxtral-TTS are different audio model requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are different model requests." + "reason": "NeoBERT vs Voxtral-TTS: unrelated model integrations." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and not the same change." + "reason": "ASR support vs DeepSeek-OCR2 support; different tasks." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are different vision-language model requests with different architectures and targets." + "reason": "EUPE and TIPSv2 are separate model requests from different authors and architectures." } ] }, @@ -18165,7 +18044,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "0a308ab34ea558f64c4b8cccff4fa3e7089576d7d70e5519fdb4bce156f0f29b", + "prepared_review_unit_hash": "2c0adbc07dce7c35314ed8caacf08beb3ec67d09d3bc4fd89158e2d956fe81d6", "component_budget": { "node_count": 2, "item_count": 2, @@ -18187,18 +18066,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a docs request to add `pruna`, while the other is a Vision RoPE refactor request. They target different subsystems and different kinds of work, so the cluster appears to be a false positive.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. They should not be clustered or treated as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: the issues cover different topics and different kinds of work, with no overlap in target area or problem statement.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good global representative for the other; they are unrelated and not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and scopes: docs/framework listing vs. vision model refactor. No shared code path, filenames, or explicit target to indicate the same underlying issue." + "reason": "Different subject matter entirely: docs/framework integration request vs. vision positional encoding refactor. No evidence they refer to the same underlying bug or change." } ] }, @@ -18228,7 +18107,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "c578a737c5b00613a8c18cd5e3d9c66494660e05dd2b4b03121be792f5243de3", + "prepared_review_unit_hash": "af3d6534083f3f87fd12ee9bc3767b406d9ac6a1d87825af4840a439c123c8a7", "component_budget": { "node_count": 2, "item_count": 2, @@ -18250,18 +18129,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are unrelated: one asks for Set block decoding behavior, the other requests DeepSeek v3.2 support. They do not describe the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are not duplicates: one requests block decoding support, the other requests DeepSeek v3.2 support. They describe different functionality and likely different code paths.", + "confidence": 0.94, + "canonical_issue_reason": "41084 is the broader technical feature request and is the better cluster representative, but it is not the same ask as 43037.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41084 is the more concrete technical request, but it is not a duplicate of 43037.", + "best_issue_reason": "41084 is the more general infrastructure issue; 43037 is a model-specific support request and is less suitable as the cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and outcomes: block decoding behavior vs adding support for a specific model version. No clear shared bug or change." + "reason": "Different requests with no clear overlap: block decoding behavior vs support for a specific model. They do not look like the same underlying bug or change." } ] }, @@ -18291,7 +18170,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "01bad1cec9e7afecc5dd7b192a450df6c7704ee3c9de2cc5342e219aef8e3356", + "prepared_review_unit_hash": "28a5adca3a2e6cf7e04aa200c4e366735119503d215480e04b5bfa23c64c9115", "component_budget": { "node_count": 2, "item_count": 2, @@ -18313,18 +18192,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level: both concern custom trainer behavior in Trainer, but they address different features and code paths. One is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. I would not treat them as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These two issues are related to Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No true canonical duplicate emerges; if forced, #43598 is the more concrete issue about a specific Trainer behavior change.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #43598 is the broader and more central Trainer customizability request, so it is the better representative issue for this small cluster, even though #43600 is a distinct problem.", + "best_issue_reason": "#43598 is the better representative because it targets a clearly scoped Trainer customization problem with a specific mechanism (`remove_unused_column`).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Only a broad theme overlaps (custom trainers in Trainer). The underlying problems differ: one is about unused-column removal/customizability, the other is about FLOPS accounting, so they should not be merged as duplicates." + "reason": "Both mention custom trainers, but one concerns unused-column removal and the other concerns FLOPs counting; they affect different code paths and would not be merged as the same bug." } ] }, @@ -18354,12 +18233,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "737f1de1dd7004709b4c6bffaac51597d05a2081f7b437d3942722fbb2ecca5b", + "prepared_review_unit_hash": "b0d7db918507534b8c0a134d3cbc65dcd0b712ff1d7042b6c1c094b78348c74c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1610, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18367,7 +18246,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1610, + "serialized_chars": 1611, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -18376,18 +18255,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both about adding missing Hugging Face AutoModel support, but they target different Qwen variants and different heads/classes, so they do not describe the same underlying bug or change.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical duplicate here: issue #43684 is about registering Qwen3-Omni for AutoModel / AutoModelForConditionalGeneration, while issue #44405 is about adding AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config).", + "summary": "These two issues are about different model families and different AutoModel entry points, so they should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43684 is the broader and more central request: adding Qwen3-Omni registration to generic auto classes. Issue 44405 is a separate request for sequence-classification support on Qwen3.5.", "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the broader infrastructure-style request and is the closest to a general model-registration issue, but it is not a duplicate of #44405.", + "best_issue_reason": "43684 is the better representative issue because it targets core model registration and is not limited to one task head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different support targets: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence classification support. Not the same change path." + "reason": "Different underlying requests: Qwen3-Omni auto-registration for conditional generation vs Qwen3.5 sequence-classification support. They affect different configs, tasks, and code paths." } ] }, @@ -18424,7 +18303,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "c62692eed0e7fb6b64155d053563929d68c4d27c3fe3813e3bc1c23cf4eed422", + "prepared_review_unit_hash": "b3ffcb8cad40fca7773ca1ee71030dab9d62eaf9ce9005e8b556ca669ff9bc65", "component_budget": { "node_count": 4, "item_count": 4, @@ -18446,57 +18325,57 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "One issue ('Fett') appears unrelated. The three 'huggingface ' issues look like near-duplicate reports of the same item, with 43845 the best canonical representative because it is the earliest in that duplicate set.", - "confidence": 0.79, - "canonical_issue_reason": "43845 is the earliest of the three matching 'huggingface ' issues and is a clean representative for the duplicate set.", + "summary": "43835 appears separate ('Fett'). The three 'huggingface ' issues look like the same duplicate report cluster, with 43845 as the oldest representative.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43845 is a good canonical issue because it is the oldest of the similar 'huggingface ' reports and can stand in for that duplicate cluster; 43846 has the same body length, so the choice is based on age/representativeness rather than uniqueness of body size.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best global issue because it matches the duplicate cluster and predates the other near-identical reports.", + "best_issue_reason": "issue:43845 is the best overall issue candidate because it is the earliest of the near-identical 'huggingface ' reports and best represents that repeated cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no evidence they describe the same problem; 'Fett' looks unrelated to the 'huggingface ' cluster." + "reason": "Different title and no concrete evidence that 'Fett' is the same underlying issue as the 'huggingface ' reports." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared concrete details; no basis to merge these as duplicates." + "reason": "Different title and no shared details beyond weak generic similarity." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no shared concrete details; no basis to treat as the same underlying issue." + "reason": "Different title and no concrete sign they describe the same bug." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same title, same narrow timeframe, and no distinguishing body details; likely duplicate reports of the same issue." + "reason": "Same title, same body length, and created one minute apart; they look like duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same title and highly similar metadata; likely the same underlying report." + "reason": "Same repeated 'huggingface ' report with no distinguishing evidence; likely a duplicate of the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same title and tightly clustered timing; likely duplicate reports of the same issue." + "reason": "Same title and no distinguishing evidence; these look like duplicate reports of the same issue." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 43835 has a different title and the three 43845/43846/43859 items share the same title with higher similarity, making the duplicate-cluster read reasonable. The canonical choice of 43845 is conservative as the earliest item in that cluster. The soft-edge verdicts are also cautious overall; none overclaim beyond the available metadata." + "accept": false, + "feedback": "The clustering is mostly grounded, but the canonical-issue rationale overstates the evidence: issue:43845 is not the sole 'fullest body length' match because issue:43846 has the same body length (84). More conservatively, 43845 can be chosen as the oldest representative of the similar 'huggingface ' cluster, but the current wording goes beyond the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18531,7 +18410,7 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "c9e4cae0b48a71dbfea2cb36f2c1a31f918ffb4a0da31bb850916c7fc4f17b02", + "prepared_review_unit_hash": "5cd51429b0076f67e3d4dc60d0dc3f2b83facddf15ef66789172d572824333a1", "component_budget": { "node_count": 5, "item_count": 5, @@ -18553,66 +18432,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No credible duplicate cluster here. The items appear to be unrelated spam/promotional or generic documentation-titled issues with no shared concrete bug report.", - "confidence": 0.91, - "canonical_issue_reason": "Issue #44418 is the most substantive and specific-looking entry; the others are spam-like or promotional titles with no usable problem description.", + "summary": "These are low-signal, likely spam or placeholder issues with no concrete shared bug report, target, or code path. They should not be merged as duplicates; the cluster only shares generic similarity in wording.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44418 is the most interpretable of the set because it has a generic but at least descriptive title, making it the least arbitrary anchor for the cluster. That said, it is still not clearly related to the others as a duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "#44418 is the best representative issue because it is the only one with a clear, non-spam topical title and is least likely to be noise.", + "best_issue_reason": "Issue 44418 is the best issue candidate only in the sense that it is the most readable and least obviously placeholder-like. None of the issues provide enough substance to justify stronger canonical status.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just '' titles with no description or evidence of the same underlying issue; nothing concrete ties them together." + "reason": "Both look like generic spam placeholders with no shared defect, target, or actionable description." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no specific bug/change topic to indicate they are duplicates of the same report." + "reason": "The titles are identical placeholders, but there is no evidence of the same underlying bug or request." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "A spam placeholder and a documentation suggestion do not describe the same underlying problem." + "reason": "One is a spam placeholder and the other is a vague documentation suggestion; they do not describe the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a promotional title; these are clearly different issue types and not the same report." + "reason": "A spam placeholder and a generic name-related title are not enough to establish the same underlying problem." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request versus spam placeholder; no shared concrete subject or bug path." + "reason": "A vague documentation suggestion and a placeholder spam issue are unrelated at the level needed for duplicate merging." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement request versus spam placeholder; insufficient overlap to treat as duplicates." + "reason": "No concrete shared bug or request is described; similarity is only superficial wording." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no evidence they refer to the same underlying issue rather than separate spam submissions." + "reason": "These are identical spam placeholders, but there is no substantive evidence they report the same problem rather than separate spam submissions." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus promotional title; no common bug or change target." + "reason": "The titles do not point to the same code-path issue or change request; they are just generic text." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus promotional title; not the same underlying issue." + "reason": "No shared actionable defect or target is evident, so this is not a safe duplicate merge." } ] }, @@ -18642,12 +18521,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "7ab230c48c11a37c129b567ff2c591ccb0c01e3b83aaa95d2705257db3ae6ef1", + "prepared_review_unit_hash": "81dea1fb51d8e711aec43f7470133e97bc37c256a870dde409159e71514ce0d0", "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 }, @@ -18655,7 +18534,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -18664,24 +18543,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues have the same title and similar-looking body text, so they are likely duplicate reports of the same proposal, but the packet does not prove they are definitively the same issue.", - "confidence": 0.74, - "canonical_issue_reason": "Issue #45145 is the earlier-created candidate and is the best canonical placeholder if these are later confirmed duplicates, but the available evidence is still only suggestive.", + "summary": "These closed issues look likely to be duplicates based on their identical titles and high textual similarity, but the evidence is limited to soft similarity with no explicit links, targets, or shared files, so the duplicate judgment should remain tentative.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #45145 is the better canonical choice because it was created first and has slightly more linkage evidence (one inbound reference).", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the better representative because it was opened first and has an inbound reference, though the packet does not establish a definitive duplicate relationship.", + "best_issue_reason": "Issue #45145 is the best issue representative for deduping because it is the earlier instance and has marginally stronger traceability.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": false, - "reason": "Same title and soft_similarity make them plausibly related, but deterministic_accept is false and the packet lacks enough evidence to conclude they are the same underlying issue with confidence." + "reason": "The pair only has soft similarity evidence; there are no explicit links, issue targets, shared files, or other concrete indicators that they are the same underlying report, so accepting them as duplicates is too strong." } ] }, "evaluator_result": { "accept": false, - "feedback": "The verdict is too strong for the packet. The packet only shows identical titles and a soft_similarity signal with deterministic_accept=false; it does not establish that the descriptions are textually identical or that the issues are definitively duplicates. The summary should stay conservative (e.g., likely duplicate), and the soft-edge accept should not be made with high confidence." + "feedback": "The canonical-choice reasoning is grounded, but the soft-edge verdict is too strong for the evidence provided. The packet only shows a soft_similarity match with no explicit links, targets, or shared files, so accepting the pair as the same issue is not sufficiently conservative. The summary should be phrased more tentatively unless there is stronger linkage evidence." }, "evaluator_used": true, "retried": true, @@ -18762,12 +18641,12 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "467725838a7e4f4f3001ec0eed96f045e893b0f9a058c4765c8df094f2887776", + "prepared_review_unit_hash": "6d0d58225259017f5dbc410325634d69716ee14121b2064e2044cceb00834b43", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1672, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -18775,7 +18654,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1671, + "serialized_chars": 1672, "estimated_input_tokens": 418, "estimated_eval_tokens": 1092 }, @@ -18784,18 +18663,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different 4-bit inference bugs: one is a Gemma4/audio-module torch.finfo() TypeError on uint8 weights, the other is a BitsAndBytesConfig regression where llm_int8_skip_modules drops the default lm_head exclusion and triggers an AssertionError. They are related only at a broad subsystem level, not the same underlying defect.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #45674 is the cleaner representative because it describes a specific, reproducible config regression in BitsAndBytesConfig with a clear failure mode and scope; #45672 is a separate Gemma4/audio-module dtype-path bug.", + "summary": "These are related only at a very broad \u201c4-bit inference\u201d level, but they describe different bugs: one is a Gemma4/audio-module `torch.finfo()` TypeError on uint8 weights, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` clears the default `lm_head` exclusion and triggers an AssertionError.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45674 is the clearer, more generally stated regression: it names the specific BitsAndBytesConfig interaction and the resulting 4-bit inference failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 is the best overall anchor for the cluster because it is more self-contained and actionable, while #45672 appears to be an unrelated model-specific inference error.", + "best_issue_reason": "45674 is the best representative of the cluster because it isolates a concrete config bug and is more likely to be useful as the canonical tracking issue; 45672 is a separate Gemma4/audio-specific error path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different failure mechanisms and code paths: torch.finfo() on uint8 audio-module weights versus llm_int8_skip_modules clearing lm_head exclusion. Shared 4-bit inference context is too broad to treat as duplicates." + "reason": "Both involve 4-bit inference, but the underlying failures differ: `torch.finfo()` on uint8 weights in Gemma4 audio modules vs. `llm_int8_skip_modules` removing the default `lm_head` exclusion and causing an AssertionError." } ] }, @@ -18825,40 +18704,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "e6bac08cbbd63cfdb06f581ac21c5b743a92625772366b1893706c51b80103f0", + "prepared_review_unit_hash": "422e6dbd8dda81868e57042b269be6823b8aa6f9f6abd86a17a1f3c6c9c0ad2f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1476, - "estimated_input_tokens": 369, - "estimated_eval_tokens": 994 + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are just similarly formatted personal-name/date entries and do not describe the same bug or request. They should not be deduplicated.", + "summary": "Two closed issues with only personal-name/date titles and no body content; they do not appear to describe the same underlying bug or request.", "confidence": 0.98, - "canonical_issue_reason": "Neither issue contains a real bug report or shared technical context; if forced to pick one canonical item, there is no meaningful canonical candidate because both are unrelated placeholder-like entries.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue in this pair is a better canonical representative of an underlying problem, since the titles appear to be unrelated personal records rather than duplicate product issues.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles are different names and dates; there is no shared bug, feature request, or technical context to indicate the same underlying issue." + "reason": "Different named subjects and dates; no body, targets, files, or other evidence of the same problem. This looks unrelated rather than duplicate." } ] }, @@ -18888,7 +18767,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "e53e5ec7943a38e53ee241d910ef82b6ebf383aefde27ffad2c7475cd441fc63", + "prepared_review_unit_hash": "44273c9bd03b3ddb7e2df68d92b662087cdb61aef957a47ddf25a7b146172740", "component_budget": { "node_count": 2, "item_count": 2, @@ -18910,18 +18789,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear to be unrelated, low-signal entries with different names/dates and no shared bug description or code context. They should not be merged as duplicates.", + "summary": "The two issues do not appear to be duplicates; they are unrelated low-signal reports with different names and dates and no shared problem description.", "confidence": 0.97, - "canonical_issue_reason": "Issue 45764 is a reasonable representative only because it is the earlier of two similarly empty, spam-like reports; there is no substantive content to distinguish it further.", + "canonical_issue_reason": "No canonical issue: neither issue describes a concrete bug or feature, and the titles point to different personal-name entries.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45764 is the best issue to keep as the cluster representative by default, since it is the earliest and neither issue contains actionable technical detail.", + "best_issue_reason": "Neither issue is a strong canonical target; both lack actionable details and do not indicate the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different titles, different personal names, and different dates; no evidence of the same underlying bug or request." + "reason": "The titles reference different people and dates, with no overlapping bug, code path, or issue context, so they are not the same underlying report." } ] }, @@ -18951,12 +18830,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "b401059f21805799764b9a33fe80914935642e9cb9d1d886ebce4b6ae7cbdf40", + "prepared_review_unit_hash": "019675aa21d88f77bec4841fbf764ad968c9174cccec775b0c5b375c3a9aaa73", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -18964,7 +18843,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1541, + "serialized_chars": 1542, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -18973,18 +18852,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification/value-model class, while the other asks for FP8 training support. They should not be clustered as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They do not describe the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45810 is the clearer canonical issue only because it is a concrete, narrowly scoped feature request with a specific model/API addition; #46295 is a separate platform/training feature request.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#45810 is the better representative of the cluster because it has a specific target and implementation request, whereas #46295 is a broader training capability request and not a duplicate of the model-class addition.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests and code paths: model-class support vs. FP8 training capability. No concrete overlap beyond both being feature requests." + "reason": "Different underlying requests: one is for adding Qwen3_5ForTokenClassification, the other is for FP8 training support. No shared code-path or concrete change overlap." } ] }, @@ -19024,88 +18903,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "5457e7ca1a36c03829d96d2203ec676723b8513bc0f00912b2cbab82a491c0de", + "prepared_review_unit_hash": "2e2cdf4882b84273c7d82097adaa3cee3fb56f6d4489fa2dff454a6c65fa3d65", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5729, - "estimated_input_tokens": 1433, - "estimated_eval_tokens": 3122 + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5729, - "estimated_input_tokens": 1433, - "estimated_eval_tokens": 3122 + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The items split into two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is related only by broad financial-data wording, but it is not the same request, so it should stay separate.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue across all five items; the cluster actually contains two separate exact-duplicate pairs. If one anchor must be chosen, 45870 is the best representative of the first pair because it is the earliest and generic version of the identical 45870/45871 report.", + "summary": "There are two clear duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is thematically related to finance/data, but it is a different request and not a duplicate of either pair.", + "confidence": 0.95, + "canonical_issue_reason": "45872 is the best canonical issue for the set because it is the most substantive, concrete request and has a verbatim duplicate in 45873.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best issue anchor overall because it is an exact-duplicate target with 45871 and is slightly earlier/more generic than its twin; however, it only represents one of the two duplicate pairs, not the whole set.", + "best_issue_reason": "45872 is the strongest representative overall: it is specific, actionable, and duplicated exactly, while 45869 is unrelated spam-like dataset promotion and 45870/45871 are a narrower example request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Same general financial/time-series theme, but different artifact types: a dataset bundle vs. an example request. Not the same underlying issue." + "reason": "Both mention finance/data, but one is a dataset bundle offer and the other is an example/prediction issue; different underlying request." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Related topic wording, but the dataset bundle request is distinct from the example request; no evidence they are duplicates." + "reason": "Dataset bundle promotion is not the same underlying issue as the example/prediction request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact same title and matching metadata/body footprint; clear duplicate pair." + "reason": "Exact duplicate title/body; same example request." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series, but one is an example request and the other adds a scraping-service angle; different underlying request." + "reason": "Related financial/DataForge topic, but the concrete asks differ: example prediction vs scraping-service integration." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870/45872: broad topical overlap only, not the same concrete issue." + "reason": "Same broad domain, but not the same request; one is an example issue and the other is a scraping-service feature request." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Generic financial-example overlap, but the requested change differs materially." + "reason": "Different concrete feature/request despite similar finance/DataForge wording." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Related topic only; not the same underlying request or bug." + "reason": "Not the same underlying issue; only the broad finance/DataForge theme overlaps." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact same title and matching metadata/body footprint; clear duplicate pair." + "reason": "Exact duplicate title/body; same feature request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the two strongest duplicate pairs (identical titles, matching body lengths, Jaccard 1.0), while 45869 is only broadly related and not well supported as a duplicate. The \u2018no single canonical issue\u2019 conclusion is conservative and reasonable for a cluster that splits into two separate pairs." + "feedback": "The duplicate-pair conclusions are grounded by the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths with jaccard 1.0, while the 45869 pairings are only soft-similar and reasonably rejected as different requests. The only mildly subjective phrasing is the characterization of 45869, but it does not materially affect the conservative clustering verdicts." }, "evaluator_used": true, "retried": false, @@ -19132,7 +19011,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "13a1536dc73910df9f3a098a65b94960d5051924c95c34c71d9dca934ef982ae", + "prepared_review_unit_hash": "d2a65ff5d1f1cc7224be267e1a46a542596cc1251adc2362346e5dd608513cd0", "component_budget": { "node_count": 2, "item_count": 2, @@ -19154,18 +19033,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues involve `cache_implementation=\"static\"` and `linear_attention`, but they describe different concrete failures: one is a shape corruption/runtime error in early initialization, the other is a `KeyError` in Qwen3.5. Related, but not the same underlying bug with enough certainty to merge.", - "confidence": 0.84, - "canonical_issue_reason": "issue:46439 is the more general technical report and directly names the suspected static-cache/linear-attention corruption path, making it the better anchor if these were grouped.", + "summary": "Both issues involve static-cache behavior around linear-attention models, but they describe different failure modes: one is shape corruption during early initialization, the other is a missing `linear_attention` cache entry causing a `KeyError`. They are related, but not clearly the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue:46439 is the better canonical issue because it names the broader mechanism (`early_initialization`) and the concrete impact on linear-attention layers, which could encompass related static-cache failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46439 is the strongest standalone issue because it describes the broader failure mode and root area (`early_initialization` + linear-attention shape corruption) rather than a model-specific symptom.", + "best_issue_reason": "issue:46439 is the best representative issue for the cluster since it is more general and describes the likely root-path problem rather than one product-specific crash signature.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Shared theme (`static` cache + `linear_attention`), but the reported failures differ materially: wrong-shape `RuntimeError` during early initialization versus `KeyError: 'linear_attention'` in Qwen3.5. Too different to treat as the same bug." + "reason": "Related static-cache/linear-attention crashes, but the reported failures differ too much (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) to confidently treat as the same underlying bug." } ] }, @@ -19225,7 +19104,7 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "7401df30b157188c659f217667dc5965e7c32edadfa9971257c7e2bd82f9cb30", + "prepared_review_unit_hash": "02d9a140781f952bcaccece7a709f46fe84d2d6904fa319138d27b3d4efda5d0", "component_budget": { "node_count": 14, "item_count": 14, @@ -19247,132 +19126,132 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most PRs here are unrelated; the only true duplicate pair is the two `fixed_cross_entropy` patches (43251 and 43254), which address the same loss-function kwargs bug. The rest differ by model, subsystem, or goal and should not be merged as duplicates.", - "confidence": 0.95, + "summary": "This cluster is mostly a set of unrelated pull requests spanning new model additions, refactors, docs, and small bug fixes. The only clear duplicate pair is the two `fixed_cross_entropy` PRs, which both address forwarding supported kwargs to `nn.functional.cross_entropy` in the same code path.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative because it directly targets the tracked issue and implements the `fixed_cross_entropy` kwargs fix; 43254 is the same change expressed with a slightly different signature style.", + "canonical_pr_reason": "PR 43251 is the best canonical PR here: it directly targets the explicit issue 43240 and implements the cross-entropy kwargs forwarding in `loss_utils.py`; PR 43254 is a narrower near-duplicate variant of the same fix.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest standalone PR in this set: it has the explicit issue link, fixes a concrete bug in one code path, and is the clearest merge candidate for the duplicated loss-function change.", + "best_pr_reason": "PR 43251 is the strongest representative of the only real duplicate subcluster because it has the explicit issue link and the most complete/obvious fix for the shared loss-function bug.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated model-doc/model-addition PR vs executorch export test; no shared bug or change." + "reason": "Unrelated PRs: VideoPrism model/docs addition vs. Executorch dynamic-shape export test. Different code paths and different goals." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API additions for MistralCommon vs adding a new MobileLLM model; different code paths." + "reason": "Different tokenizer maintenance vs. adding MobileLLM model files. No shared bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer methods fix vs executorch dynamic-shape export test; not the same change." + "reason": "Mistral tokenizer missing-methods fix is unrelated to Executorch export dynamic-shape testing." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness work vs a new model implementation; only broad subsystem overlap." + "reason": "Processor auto-loading robustness changes are unrelated to a new MobileLLM model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix vs MobileLLM model addition; unrelated artifacts." + "reason": "Cross-entropy loss kwargs bug fix and MobileLLM model addition are unrelated changes." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Both touch training/model code, but one is a loss helper fix and the other is Mistral4 test/model wiring; not the same bug." + "reason": "`fixed_cross_entropy` kwargs forwarding is unrelated to Mistral4 test/model work; different functionality and code path." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape test vs Mistral4 model/test work; different objectives." + "reason": "Executorch dynamic-shape export test and Mistral4 fixes are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export test and MobileLLM model addition are unrelated." + "reason": "Executorch export test and MobileLLM model addition do not fix the same bug or feature." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model implementation vs config-resolution fix; no shared underlying issue." + "reason": "New MobileLLM model support vs. a modeling_utils config-resolution fix are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Model addition vs Falcon output-collection refactor; different code paths and goals." + "reason": "MobileLLM model addition is unrelated to Falcon output-collection refactoring." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs AI skill/documentation PR; clearly unrelated." + "reason": "Falcon model refactor and model-creation-skill repo changes are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output interface refactor vs Mistral4 tests; not mergeable as one PR." + "reason": "Falcon refactor and Mistral4 test fixes do not address the same concrete problem." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/model work vs CLIP-like layernorm rename cleanup; unrelated." + "reason": "Mistral4 test fixes and CLIP-like `layrnorm` renaming are unrelated changes." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests vs chat parsing/serve changes; different features." + "reason": "Mistral4 test fixes and chat response parsing updates are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests vs TDT loss kernel integration; different concrete changes." + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests vs config resolution fix; no shared bug or code path." + "reason": "Mistral4 test fixes and `cls.config` resolution ordering are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests vs model-creation skill/dataset PR; unrelated." + "reason": "Mistral4 test fixes and model-creation skill/docs changes are unrelated; shared auto/modeling filename is incidental." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model implementation vs skill/docs tooling PR; not the same underlying change." + "reason": "MobileLLM model addition and repository skill/draft tooling changes are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both patch `fixed_cross_entropy` for the same issue (43240) by exposing the same `cross_entropy` kwargs in the same code path; they could plausibly be merged into one PR." + "reason": "Both PRs patch the same `fixed_cross_entropy` function to support passing extra `cross_entropy` kwargs; they are alternative formulations of the same loss-function fix and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The duplicate verdict for 43251/43254 is supported by their shared issue target (43240) and the same `fixed_cross_entropy` code path; the other pairwise rejections are appropriately cautious and do not overstate similarity." + "feedback": "The summary is grounded in the packet. The only supported duplicate pair is 43251/43254: both target `src/transformers/loss/loss_utils.py`, share issue target 43240, and are mergeable as the same cross-entropy kwargs bugfix. The other soft-edge rejections are conservative and consistent with the diffs/titles." }, "evaluator_used": true, "retried": false, @@ -19401,12 +19280,12 @@ "pull_request:40546|pull_request:42781", "pull_request:42781|pull_request:46331" ], - "prepared_review_unit_hash": "75280700a10339b95652e465e2dd857a94783205b462a75a4b4f92c824569663", + "prepared_review_unit_hash": "0636f439819533c3cbaa8217eabd2fdd53b9308f3add867ac1c93e63959783ff", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10869, + "serialized_chars": 10870, "estimated_input_tokens": 2718, "estimated_eval_tokens": 5692 }, @@ -19414,7 +19293,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10869, + "serialized_chars": 10870, "estimated_input_tokens": 2718, "estimated_eval_tokens": 5692 }, @@ -19423,24 +19302,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two related-but-distinct VibeVoice PRs and one unrelated Parakeet-RNNT PR. The overlap is mostly in shared auto-mapping/docs plumbing; the concrete model changes are different, so no soft pair should be merged as duplicates.", + "summary": "These are three distinct model-addition PRs. PR 40546 implements the base VibeVoice model, PR 42781 adds a VibeVoice Realtime variant plus acoustic tokenizer work, and PR 46331 adds Parakeet-RNNT. They share some auto-mapping and docs infrastructure, but not the same underlying change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the broader, original VibeVoice implementation and is the best representative for the VibeVoice feature set in this cluster.", + "canonical_pr_reason": "PR 40546 is the cleanest representative of the cluster because it is the base VibeVoice implementation; the other PRs are separate extensions or unrelated model families.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the strongest canonical PR candidate because it introduces the base VibeVoice model rather than the narrower realtime follow-up or the unrelated Parakeet change.", + "best_pr_reason": "PR 40546 is the strongest single PR to keep as the representative artifact: it introduces the core VibeVoice support and has the broadest, most foundational scope among the three.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Both are about VibeVoice, but #42781 is a realtime variant with additional acoustic tokenizer/feature-extractor work and different model plumbing. They share registration/docs files, yet they do not appear to fix the same concrete code-path problem or be mergeable into one PR as duplicates." + "reason": "Related VibeVoice work, but not the same concrete change: 40546 is base VibeVoice support, while 42781 adds realtime/acoustic-tokenizer functionality and additional generation/model files. They would not plausibly merge as one duplicate PR." }, { "left": "pull_request:42781", "right": "pull_request:46331", "accept": false, - "reason": "These are different ASR model families: VibeVoice Realtime versus Parakeet-RNNT. The shared auto-mapping files are broad integration points, not evidence of the same underlying bug or change." + "reason": "Different model families and different feature sets: VibeVoice Realtime versus Parakeet-RNNT. Shared auto-mapping files are incidental; this is not the same underlying bug or change." } ] }, @@ -19470,7 +19349,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "e456eda87f32da9c4d2e341822acd6b17dbc9a4cb6c1fa4fd1a1cc154bd3f229", + "prepared_review_unit_hash": "eddc8339aad2d76725bd2519892a76e279dee2e6ca601259f6441f8b64120c1e", "component_budget": { "node_count": 2, "item_count": 2, @@ -19492,18 +19371,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They do not look like the same underlying change, so the soft edge should be rejected.", + "summary": "These two PRs are unrelated feature additions: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They do not look like the same underlying change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #41224 is the better cluster representative only by being more polished/reviewed and narrower in scope, but it is not actually related to the other PR.", + "canonical_pr_reason": "PR 41224 is the cleaner, more self-contained feature PR and is the better representative of the cluster only by default, not because it duplicates 40755.", "best_issue_reason": null, - "best_pr_reason": "PR #41224 is the stronger standalone PR: it has more discussion/review activity and a focused, concrete feature addition.", + "best_pr_reason": "PR 41224 is the most suitable representative in this set because it is narrowly scoped and self-contained, but it is not a duplicate of 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different products and code paths: TimesFM covariate regression vs DINOv3 image classification. They are not mergeable as one PR and do not fix the same bug/change." + "reason": "Different model families and code paths: TimesFM covariate forecasting vs DINOv3 image classification. The changes do not implement the same bug fix or feature and would not plausibly merge into one PR." } ] }, @@ -19598,7 +19477,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "d0154f401e6fcc8dea0658969df05624feeb53f5e0af958c1d289f28188192ae", + "prepared_review_unit_hash": "0dcd2d804e8e3a4e79ef87ce505ffc63213baac9b6eb44a80dcb9158bf767494", "component_budget": { "node_count": 3, "item_count": 3, @@ -19620,24 +19499,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated new-model integration PRs (DeepSeek OCR, Isaac, and Kimi2-6). They overlap on standard Transformers scaffolding, but they do not address the same bug or implement the same model change.", - "confidence": 0.97, + "summary": "These are three separate model-addition PRs, not duplicates. They share boilerplate registration/docs changes, but each introduces a different model with distinct implementations and tests.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: DeepSeek OCR, Isaac, and Kimi2-6 are distinct model introductions with different code paths and files.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No single PR is a better duplicate representative; none of these PRs fixes or implements the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "DeepSeek OCR vs. Isaac are different model integrations with different configs, processors, and model code; shared auto-mapping/docs files are expected boilerplate, not the same code-path fix." + "reason": "Different models (DeepSeek OCR vs Isaac); overlap is only in generic auto-registration/docs boilerplate." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Isaac and Kimi2-6 are distinct model additions with different model families and filenames; they only overlap in generic registration/documentation changes, so they should not be merged as duplicates." + "reason": "Separate model additions (Isaac vs Kimi2-6) with different implementations and filenames, so they are not the same change." } ] }, @@ -19667,7 +19546,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "be784e459312c73b0adc4f5845d94b2cb8245a5547815ab6c9b0b361a6c1ee60", + "prepared_review_unit_hash": "0dda4726c6e35ef528ee3ae8592bf3cbe6fd31e7627f90f07692078b9a3514dd", "component_budget": { "node_count": 2, "item_count": 2, @@ -19689,18 +19568,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both upgrade GitHub Actions, but they target different concrete action families and fixes: one is specifically for Node 24-compatible core workflow actions, the other updates docker/build-push-action in Docker image workflows. They overlap in broad CI workflow files, but not in the same underlying change.", - "confidence": 0.94, + "summary": "Two workflow dependency-bump PRs with overlapping files, but they upgrade different GitHub Actions families and address different maintenance goals, so they are not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better canonical PR because it is the more explicit, broader workflow-action compatibility upgrade (Node 24 related) and touches the core CI action dependencies directly.", + "canonical_pr_reason": "PR 42975 is the better representative of the cluster because it is a broad GitHub Actions compatibility sweep across many workflows, while 42976 is a narrower set of action-version bumps focused mainly on Docker and a few other workflows.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best representative of the cluster since it addresses the central GitHub Actions runtime-compatibility upgrade, whereas #42976 is a narrower action-version bump for Docker build workflows.", + "best_pr_reason": "PR 42975 is the strongest single representative for triage because its title and diff clearly describe the main maintenance theme: updating GitHub Actions for Node 24 compatibility across the workflow suite.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "These are not the same concrete change: #42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while #42976 upgrades docker/build-push-action in Docker image workflows. Shared workflow filenames alone are too broad to merge as duplicates." + "reason": "They overlap in workflow files, but the actual changes are different action upgrades: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action and other actions to latest versions. Same subsystem, not the same underlying change." } ] }, @@ -19737,7 +19616,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "3901b5269a3484eeb4ea3f46dca58732af366a7501ae5aa6e86a4452cb6b2070", + "prepared_review_unit_hash": "0686b52931ac783e8248a7f81474a3f1298c4766d404a0fb0103ddb4b4583d10", "component_budget": { "node_count": 4, "item_count": 4, @@ -19759,48 +19638,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition pull requests, not duplicates. They share boilerplate across docs/auto-registration, but each targets a different model and code path.", - "confidence": 0.97, + "summary": "These PRs are all distinct model-addition efforts (ViT NEPA, Molmo, Molmo2, CTSM). The overlap is mostly boilerplate around docs and auto-registry files, not a shared underlying bug or mergeable change set.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the cluster mixes distinct model additions (ViT NEPA, Molmo, Molmo2, CTSM) rather than one underlying fix or feature.", + "canonical_pr_reason": "PR 43451 (Molmo2) is the most complete and active representative of the group, with the broadest model integration footprint, but it is not a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a safe global representative because each PR adds a different model with different files, tests, and implementation details.", + "best_pr_reason": "PR 43451 is the strongest standalone representative if one must anchor the cluster, but the set is heterogeneous and has no true duplicate PR.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA and Molmo are different models with different implementations; shared docs/auto-mapping changes are boilerplate, not the same change." + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto files are generic scaffolding, not the same code-path fix." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are unrelated model additions; they do not fix the same concrete code-path problem." + "reason": "ViT NEPA and Molmo2 are unrelated model implementations; they touch some of the same registry/docs files, but not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are separate model integrations; overlap is limited to common registration/documentation patterns." + "reason": "CTSM and ViT NEPA are separate model ports with different architectures and code paths; no duplicate bug or change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by name but are distinct model families with different files and behavior, so they should not be merged as duplicates." + "reason": "Molmo and Molmo2 are different model families; overlap is mostly boilerplate registry/docs updates, not one concrete fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated additions; shared top-level changes do not imply the same underlying PR." + "reason": "Molmo and CTSM are unrelated additions; shared auto/model registration files do not make them the same PR." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model additions and not plausibly one merged fix/change." + "reason": "Molmo2 vs CTSM are distinct model integrations with different implementation paths and targets, so they should not be merged as duplicates." } ] }, @@ -19837,7 +19716,7 @@ "pull_request:43665|pull_request:46380", "pull_request:44815|pull_request:46380" ], - "prepared_review_unit_hash": "ec705b5cb7d5dd7cca560a14cd07f4a9e678a88bef084d70484ce34ed5e9e44c", + "prepared_review_unit_hash": "8addc19d8a1966053d97ee15763c5e9ccc256168a43c8f9fc3c3340dd1be3e8d", "component_budget": { "node_count": 4, "item_count": 4, @@ -19859,48 +19738,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate cluster here: the four PRs target different bugs/changes (Whisper decode behavior, test-only assertions, FP8 dequantization, and generation watermarking validation). The soft similarities are superficial.", - "confidence": 0.95, + "summary": "These PRs are not true duplicates: they target different bugs in different subsystems (Whisper decoding, model tests, FP8 dequantization, and generation config validation). The superficial similarity is just that they are all small \"fix\" PRs with tests.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the most concrete, production-code-oriented fix in the set, centered on FP8 dequantization logic with a focused implementation; the others are either test-only, broader, or clearly about different code paths.", + "canonical_pr_reason": "If one PR must represent the cluster, #46380 is the clearest concrete bug fix with an explicit code-path change in generation validation; however, the set is not a duplicate cluster overall.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the best standalone representative of the group because it contains the clearest substantive bug fix rather than mostly tests or unrelated changes.", + "best_pr_reason": "#46380 is the strongest standalone representative because it fixes an actual runtime validation bug in core generation logic rather than being test-only or narrowly model-specific.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer decode fix vs. test-only assertion edits in CLIP/ViT; different bugs and not mergeable as one PR." + "reason": "Different changes: #43291 fixes Whisper tokenization/decode behavior, while #43665 only adds failing assertions in CLIP/ViT tests and does not address the same bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper timestamp decoding vs. FP8 dequantization/core loading; unrelated code paths and underlying issues." + "reason": "#43291 is a Whisper decode fix; #44815 is an FP8 dequant/core loading change across Mistral-related code. They do not appear to fix the same underlying defect." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper tokenizer fix vs. generation watermarking validation plus broader model/test changes; not the same concrete bug." + "reason": "Unrelated code paths: Whisper decoding versus generation watermarking validation / generation utils. Similar only in being fixes with tests." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "One PR is effectively test-only, the other is a quantization/dequantization fix; no shared underlying defect." + "reason": "#43665 is test-only noise/placeholder assertions, not a real product fix; #44815 is a concrete FP8 dequantization fix. Not the same issue." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Test assertion tweaks in CLIP/ViT are unrelated to generation config/watermarking and whisper-model changes." + "reason": "#43665 only modifies tests, while #46380 changes generation config validation behavior and related tests. They are not one underlying bug or mergeable fix." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 dequantization fix vs. generation watermarking/config validation fix; different concrete problems and code paths." + "reason": "Different functional areas and failure modes: FP8 dequantization/model loading versus generation watermarking config validation." } ] }, @@ -19930,7 +19809,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "7ac51824412a37baa46cba4cb4fd8a9a530d98e6c681a521afc19f7e20951b85", + "prepared_review_unit_hash": "19410f91906d3ca7bff72498549623bda2893021f09a13bc3bd83ddc5c67c7eb", "component_budget": { "node_count": 2, "item_count": 2, @@ -19952,18 +19831,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs that are not duplicates: one is a deliberate bot-check dummy change, the other is a broader workflow/test change. They only overlap on a shared ViT test file and do not appear to fix the same concrete problem.", - "confidence": 0.97, + "summary": "These two pull requests are not duplicates: one is a small repo-bot/setup tweak with a VIT test touch, while the other is a broader CI/workflow and test-utility change. The shared test filename is incidental, not evidence of the same underlying fix.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the more substantive and representative change in the cluster: it modifies CI/workflow and related test/util code paths, whereas #43488 is an intentional repo-bot format check with a tiny, unrelated setup/version tweak.", + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster; the PRs address different concerns and code paths.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is a better cluster representative because it has the broader real code changes and higher review activity; #43488 is just a synthetic '[don't merge]' bot test.", + "best_pr_reason": "43532 is the more substantial and representative change set, with coherent CI/workflow and test utility edits; 43488 is a narrow synthetic setup/version tweak.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Not the same underlying bug/change. #43488 is a synthetic setup/version-format bot check, while #43532 changes CI workflows and testing utilities; shared ViT test-file overlap is incidental." + "reason": "Different underlying changes: 43488 edits setup/version/dependency metadata and a ViT test, while 43532 rewrites self-comment CI and related workflow/utility files. They do not appear mergeable into one fix, and the shared test file is incidental." } ] }, @@ -19993,7 +19872,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "fe1835de4ef8224c0146078c9f77031679c68e371ccc44163fa276e206897969", + "prepared_review_unit_hash": "0d06e63a77902d4bf13af072d706b0fdba1368cb362316cea92ec5c093ef1f5d", "component_budget": { "node_count": 2, "item_count": 2, @@ -20015,18 +19894,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related feature additions in the segmentation area, but they implement different pipelines with different model integrations and docs. They are not duplicates and should not be merged as one change.", + "summary": "Two separate PRs add different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation and pipeline scaffolding, but they target different functionality and model sets, so they should not be merged as duplicates.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43613 is the broader/more central representative of this cluster because it adds the more general promptable visual segmentation pipeline and touches the largest set of related model integrations and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the broader, more complete feature addition and would be the better representative if a single PR had to stand in for the cluster, but it is not a duplicate of 43612.", + "best_pr_reason": "PR #43613 is the best single representative because it is a substantial end-to-end pipeline addition with broad integration coverage, making it a stronger canonical example than the narrower concept-segmentation PR.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Both add new pipeline/docs infrastructure, but one is for Promptable Concept Segmentation and the other for Promptable Visual Segmentation. They target different functionality and model paths, so they are not the same concrete change." + "reason": "Different underlying changes: concept segmentation vs visual segmentation. Shared docs and pipeline boilerplate are not enough to treat them as the same fix, and they would not plausibly be merged into one PR as a duplicate." } ] }, @@ -20056,7 +19935,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "44d762df8f2ac8c08226927574dff80b7f2b5128d637d0584a800909e260ae0b", + "prepared_review_unit_hash": "79583826a105480063a2a8b9d476e5d146da14140f5c06771c30ac99a9e6c4dd", "component_budget": { "node_count": 2, "item_count": 2, @@ -20078,18 +19957,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate Trainer extensibility PRs: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They touch the same file but fix different code paths and should not be deduplicated.", + "summary": "These two PRs both edit `trainer.py`, but they address different, unrelated trainer behaviors: gradient-accumulation loss scaling vs. signature-column filtering for custom/PEFT trainers. They are not duplicates and should not be merged into one change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the stronger canonical PR for this cluster because it has more discussion and a more explicit behavior change in training_step, making it the most representative of the set even though the PRs are unrelated.", + "canonical_pr_reason": "No canonical PR: the changes are on separate code paths and solve different problems, so neither one represents the other.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the best PR choice since it is the more fully articulated change and appears more central within the small cluster, but it is still not a duplicate of PR 43663.", + "best_pr_reason": "No single best PR for the cluster; the PRs are not interchangeable and do not form one coherent fix/change set.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "These are different trainer customizations: 43651 alters loss scaling during gradient accumulation, while 43663 adds an overridable signature-column helper for column filtering. Same file/subsystem, but not the same underlying bug or mergeable into one PR." + "reason": "Different underlying trainer behaviors: one changes loss scaling during gradient accumulation, the other refactors signature-column extraction for filtering. Same file alone is not enough to treat them as duplicates." } ] }, @@ -20119,12 +19998,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "56e7d9e324c30e011859768f3e5196febec4548d681c7f36cd31e5216d7ccb43", + "prepared_review_unit_hash": "8cecf1a7c0ddc2e942eaea01dc3c2306d3c52d88b109a90dd1f06c959c776889", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20132,7 +20011,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -20141,18 +20020,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs touch the same CLI file and both mention a TypeAdapter-related NameError, but they target different concrete fixes: one broadens annotation handling across the module, the other narrowly guards a specific pydantic-related annotation import. I would not merge them as duplicates.", - "confidence": 0.85, + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter, but they appear to fix different NameError causes in separate code paths, so they should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the broader and more representative fix: it addresses runtime annotation-evaluation problems in `src/transformers/cli/serve.py` with `from __future__ import annotations` and typing cleanup, matching the generic CLI NameError report.", + "canonical_pr_reason": "PR 43842 is the more direct and concrete fix: it targets the runtime failure when pydantic is unavailable by moving the TypeAdapter import behind TYPE_CHECKING and quoting the annotation.", "best_issue_reason": null, - "best_pr_reason": "PR #43656 is the best single representative of this cluster because it directly targets the underlying CLI import/annotation NameError and is the more comprehensive change.", + "best_pr_reason": "PR 43842 is the best representative because it has the clearest bug statement, explicit issue target, and a narrowly scoped change aligned to a single failure mode. PR 43656 is broader annotation cleanup and appears to address a different NameError source.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and similar symptom, but not the same concrete change: #43656 uses postponed annotations/type cleanup for a broad NameError fix, while #43842 specifically stringizes `TypeAdapter` and guards its import for the pydantic-not-installed path." + "reason": "Reject: both are in the same file and mention TypeAdapter, but 43656 fixes annotation-related NameErrors/typing evaluation in CLI serve.py, while 43842 fixes the pydantic-optional import/TypeAdapter runtime NameError. They are different bugs and would not plausibly be one merged PR." } ] }, @@ -20345,7 +20224,7 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "e03588b8f1980856551ee1cb240f896cfcd5cf07fde2f85f182911ec8bb343ac", + "prepared_review_unit_hash": "050266a04335d8af0aeec05f2696c08e06ee43710e320ade7260de47e9254a66", "component_budget": { "node_count": 28, "item_count": 28, @@ -20358,390 +20237,450 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76941, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76940, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific output-tracing refactors around issue #43979. The strongest duplicates are within the GPT-J/CodeGen subcluster; most other PRs only share the same umbrella theme, not the same concrete code path.", - "confidence": 0.89, - "canonical_issue_reason": "#43979 is the umbrella issue for the standardized output-tracing refactor, but only some PRs link it directly; it still best captures the shared cluster theme.", - "canonical_pr_reason": "#44722 is the best single PR representative because it is the broadest concrete GPT-J/CodeGen output-tracing change and overlaps the strongest duplicate candidates in that file family.", - "best_issue_reason": "#43979 best matches the common refactor goal across the cluster: standardizing model output tracing/decorator handling.", - "best_pr_reason": "#44722 is the most representative concrete PR for the cluster because it covers the same GPT-J/CodeGen code path and appears to be the broadest version of that change.", + "summary": "This cluster is mostly a broad wave of model-specific refactors toward standardized output tracing, not a set of exact duplicates across the whole cluster. The clearest duplicate subcluster is GPT-J/CodeGen, with a possible overlap on RegNet between a RegNet-only PR and a broader multi-model PR.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the clearest duplicate subcluster: it covers the same GPT-J output-tracing refactor as the other GPT-J PRs and also includes CodeGen, making it the broadest overlapping implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best overall PR candidate because it is the most comprehensive version of the shared GPT-J/CodeGen tracing refactor and overlaps the strongest duplicate evidence in the set.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model code paths; the shared issue theme is not enough to merge them as one PR." + "reason": "Different model/code paths (CVT/FNet vs GPT-J); they only share the generic output-tracing migration theme and tracking issue." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and implementations; same umbrella refactor only." + "reason": "Different model implementations (CVT/FNet vs DeBERTa) with only a shared standardized-tracing theme." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch the GPT-J/CodeGen output-tracing code path in the same file family, so they look like overlapping versions of the same refactor." + "reason": "Both touch the GPT-J output-tracing refactor in the same file; one is a broader/superset variant of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Separate model implementations; the shared tracking issue does not make them the same fix." + "reason": "Both are output-tracing refactors, but they affect different model code paths (RegNet/ResNet/RT-DETR vs EfficientNet)." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and code paths; too broad to treat as one mergeable change." + "reason": "Different models and implementations; shared issue target is not enough to make them the same change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are unrelated concrete code paths." + "reason": "GPT-J/CodeGen work versus EfficientNet work; same theme, different concrete code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated model refactors." + "reason": "MobileNetV2 and DeBERTa are unrelated implementations; only the refactor theme matches." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR are different concrete implementations." + "reason": "GPT-J/CodeGen output-tracing refactor versus MGP-STR output-tracing refactor; different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model-specific changes." + "reason": "GPT-J/CodeGen and MPT are different concrete implementations, so this is only a thematic match." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": false, - "reason": "Same model family, but the packet marks this as non-deterministic and the diffs look like separate GPT-Neo refactor variants, not one mergeable fix." + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors touching the same model/file and look like overlapping versions of the same change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen versus GPT-Neo are different concrete code paths." + "reason": "GPT-J/CodeGen versus GPT-Neo; similar refactor pattern, but not the same model or code path." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different models and implementations; only the umbrella refactor theme overlaps." + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations, so this is not the same underlying change." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are separate output-tracing changes." + "reason": "ResNet output tracing is a different code path from the GPT-J/CodeGen refactor." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations; shared theme only." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated concrete refactors." + "reason": "ResNet and GPT-J are different model code paths despite both being output-tracing refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model implementations." + "reason": "GPT-Neo and ResNet are different concrete implementations; this is not the same bug/change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate code paths." + "reason": "ResNet versus MPT; same refactor family, different model code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model paths." + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations; only the standardized-tracing theme overlaps." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "Different model families; shared issue scope only." + "reason": "GPT-Neo output tracing is distinct from the GPT-J/CodeGen refactor." }, { - "left": "pull_request:44018", - "right": "pull_request:44116", + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated code paths; not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and Flaubert are distinct refactors." + "reason": "GPT-J/CodeGen and MGP-STR are different model implementations, so they should not be merged as duplicates." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate model-specific changes." + "reason": "MPT and GPT-J/CodeGen are different code paths; same tracing style does not make them duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different concrete changes." + "reason": "GPT-Neo and GPT-J are different models, even though both are output-tracing refactors." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated implementations." + "reason": "GPT-Neo and MGP-STR are unrelated model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "Different model families; not the same underlying fix." + "reason": "GPT-Neo and MGP-STR are different concrete changes." }, { - "left": "pull_request:44071", - "right": "pull_request:44085", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate refactors." + "reason": "ViLT and Flaubert/XLM are different model families; only the refactor style matches." }, { "left": "pull_request:44059", - "right": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and MGP-STR touch different code paths." + "reason": "GPT-2 output tracing is a different code path from GPT-J/CodeGen." }, { - "left": "pull_request:44085", + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; same broad theme, not the same change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer output tracing is not the same concrete change as GPT-J/CodeGen." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different code paths; shared output-tracing pattern is too broad." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different models; only the migration theme overlaps." + }, + { + "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different model-specific changes." + "reason": "MPT and MGP-STR are unrelated concrete implementations." }, { - "left": "pull_request:44098", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and XLM are different model implementations." + "reason": "VisualBert and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are unrelated model implementations." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different underlying changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are distinct concrete changes." + "reason": "MPNet and Flaubert/XLM are different model-specific refactors." }, { "left": "pull_request:44018", - "right": "pull_request:44071", + "right": "pull_request:44059", "accept": false, - "reason": "GPT-Neo and MPT are different model implementations." + "reason": "GPT-Neo and GPT-2 are different code paths." }, { - "left": "pull_request:44017", + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are distinct model implementations." + }, + { + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are unrelated refactors." + "reason": "Flaubert/XLM and LongT5 are unrelated changes." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different model implementations." + "reason": "RegNet and SegFormer are different model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are unrelated refactors." + "reason": "RegNet and MPNet are unrelated model implementations." }, { "left": "pull_request:44071", - "right": "pull_request:44129", + "right": "pull_request:44076", "accept": false, - "reason": "MPT and SpeechT5 are separate code paths." + "reason": "MPT and ImageGPT are different concrete changes." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and XLM are different model-specific changes." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "Segformer and VisualBert are separate implementations." + "reason": "TextNet and Flaubert/XLM are different model-specific refactors." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated changes." + "reason": "MPNet and LongT5 are unrelated code paths." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model-specific refactors." + "reason": "RegNet and GPT-Neo are different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated code paths." + "reason": "RegNet and LongT5 are unrelated changes." }, { "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are distinct implementations." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT and ImageGPT are separate model changes." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet and TextNet are different model implementations." + "reason": "TextNet and LongT5 are different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44129", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and SpeechT5 are separate code paths." + "reason": "GPT-Neo and LongT5 are unrelated model-specific refactors." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated concrete changes." + "reason": "SqueezeBert and MPT are different underlying changes." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are different model paths." + "reason": "SqueezeBert and VisualBert are different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated refactors." + "reason": "GPT-Neo and SpeechT5 are unrelated implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44018", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "SqueezeBert and GPT-Neo are different model implementations." + "reason": "RegNet and TextNet are different model-specific changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:43997", + "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and DeBERTaV2 are separate code paths." + "reason": "RegNet and SpeechT5 are unrelated changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and TextNet are unrelated model changes." + "reason": "MPT and SpeechT5 are different concrete code paths." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "FocalNet and ImageGPT are different model-specific refactors." + "reason": "SqueezeBert and GPT-Neo are different model implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer and TextNet are separate implementations." + "reason": "CVT/FNet and LongT5 are unrelated models; only the output-tracing theme is shared." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are unrelated code paths." + "reason": "SqueezeBert and DeBERTa are unrelated model-specific refactors." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTaV2 and VITS are different model refactors." + "reason": "DeBERTa and TextNet are different concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen tracing refactor and same concrete files; 44722 looks like a broader version of the same change." + "reason": "Both include the same GPT-J output-tracing rewrite; 44722 is the broader superset that also adds CodeGen." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing change on the same file family, so one PR could plausibly subsume the other." + "reason": "Both overlap on the GPT-J output-tracing refactor; 44722 extends the same change set with CodeGen." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are different model-specific changes." + "reason": "GPT-J and SpeechT5 are different model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different models and code paths; only the umbrella issue is shared." + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model-specific refactors." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated refactors." + "reason": "CVT/FNet and SpeechT5 are unrelated model implementations." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44044", + "right": "pull_request:44129", "accept": false, - "reason": "FocalNet and ImageGPT are separate model implementations." + "reason": "DeBERTa and SpeechT5 are different concrete changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44074", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "Segformer and TextNet are different code paths." + "reason": "DeBERTa and VITS are different model code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are unrelated code paths." + "reason": "FocalNet and ImageGPT are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44007", + "accept": true, + "reason": "Both touch RegNet's output-tracing rewrite in the same file; 44007 is a broader PR that also includes other models." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but it overstates support in a few places and one soft-edge verdict is too strong. In particular, the accepted edge between pull_request:44018 and pull_request:44068 is not supported by the packet: that pair is listed with deterministic_accept=false despite shared GPT-Neo filenames, so treating them as the same mergeable bugfix is not conservative enough. Also, \"referenced by most of these PRs\" for issue #43979 is stronger than the packet supports; only a subset of PRs explicitly link it." + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft edges are all mergeable same-bugfix overlaps (GPT-J/CodeGen, GPT-Neo, RegNet), while the rejections mostly reflect distinct model-specific refactors despite a shared tracing theme. No overstatement of evidence stands out." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20773,7 +20712,7 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "324a080e1bb8857dc0802afc869deb5edce16d3e2a4079913833afc46cf1cf0f", + "prepared_review_unit_hash": "fba696a9b9516ae93e3dc15b0f78fb2d3fe402648eba11e8bb78608de5ada4ca", "component_budget": { "node_count": 28, "item_count": 28, @@ -20786,7 +20725,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, + "serialized_chars": 13068, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -20795,42 +20734,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors around standardized output tracing/capture, but they target different model code paths and should not be treated as duplicates or merged together. The only real commonality is a broad framework migration pattern, not the same underlying bug or change.", + "summary": "These PRs are all similar model-local refactors to standardized output tracing/capture_outputs, but they target different architectures and code paths, so they should not be deduplicated.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is a clear representative of the broader output-tracing migration theme: it has an explicit title, touches the core decorator/capture wiring, and includes the model-specific _can_record_outputs setup in a self-contained way.", + "canonical_pr_reason": "PR 44129 is the most canonical of the set because it has an explicit issue target and a focused, concrete SpeechT5 output-tracing refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best single representative of this cluster because it is explicit, focused, and central to the shared refactor pattern without being overly tied to test-only or ancillary changes.", + "best_pr_reason": "PR 44129 is the best anchor for the cluster: it is issue-linked and clearly scoped, while the others are parallel model-specific migrations rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (VisualBert vs TextNet) and different forward paths; same migration pattern, not the same concrete change." + "reason": "Both are standardized output-tracing refactors, but they touch different models and separate code paths (VisualBert vs TextNet), so they are not the same mergeable change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are separate model implementations with distinct tracing hooks; they are similar refactors, but not the same underlying bug or patchable change." + "reason": "MPNet and VisualBert are distinct implementations with different layers and tracing hooks; this is a similar migration pattern, not a duplicate fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are different model-specific decorator migrations in different files, so they are not duplicates of one another." + "reason": "These are analogous refactors in different model files and subsystems, with no shared concrete bug or patchable code path." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; the shared theme is only the standardized output-tracing migration." + "reason": "RegNet and SqueezeBert are unrelated model architectures; the PRs share a theme but not the same underlying change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 both involve output capture, but they modify different model layers and behavior, so they should not be merged as duplicates." + "reason": "SqueezeBert and SpeechT5 are different model code paths; both refactor output handling, but they do not fix the same concrete issue." } ] }, @@ -20919,316 +20858,322 @@ "pull_request:44028|pull_request:46438", "pull_request:43998|pull_request:46438" ], - "prepared_review_unit_hash": "17566e6e92c4b1d8afd70b1548c457b4359a5e11544c29d78eae6c967a00110e", + "prepared_review_unit_hash": "c67c84246cfc16e8398b867c30de0022e82b2c685b6dc3374f4749147293306c", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 48, - "serialized_chars": 45110, - "estimated_input_tokens": 11278, - "estimated_eval_tokens": 22812 + "serialized_chars": 45118, + "estimated_input_tokens": 11280, + "estimated_eval_tokens": 22816 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 48, - "serialized_chars": 45110, - "estimated_input_tokens": 11278, - "estimated_eval_tokens": 22812 + "serialized_chars": 45118, + "estimated_input_tokens": 11280, + "estimated_eval_tokens": 22816 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is dominated by independent model-specific \"refactor output tracing\" PRs, plus one unrelated modular-conversion speedup PR. The PRs are thematically similar but target different code paths, so I do not treat them as duplicates.", - "confidence": 0.92, + "summary": "This is a loose topical cluster of independent PRs that all refactor output-tracing behavior in different model implementations, plus one unrelated utility speedup PR. They share a pattern, but not the same concrete bug or change, so they should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the best representative of the main output-tracing refactor subgroup: it spans two related model files and shows the shared can_return_tuple/output-capturing pattern more broadly than the single-model variants.", + "canonical_pr_reason": "PR 44003 is the broadest and most infrastructure-heavy example here: it spans both mamba and falcon_mamba and adds capture_outputs/OutputRecorder plumbing, making it the best anchor for the shared output-tracing theme.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest cluster representative for the same reason: it captures the refactor pattern across multiple related implementations, while 46438 is clearly unrelated.", + "best_pr_reason": "44003 is the most representative single PR for this cluster because it goes beyond a one-file signature tweak and actually introduces the core output-capture machinery.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model code paths (timm_backbone vs upernet)." + "reason": "Same refactor pattern, but different model implementations and call paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families and files; only a superficial output-tracing similarity." + "reason": "Different models; only the output-tracing theme overlaps." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations; not the same underlying change." + "reason": "Different model code paths; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Related refactor style, but separate Mamba/Timm code paths and not one concrete bug/change." + "reason": "Separate model families and distinct refactor targets." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; same broad refactor pattern only." + "reason": "Different architectures; same broad theme is not enough." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both are output-tracing refactors, but for different models and code paths." + "reason": "Separate model files and distinct output behavior." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; similar API cleanup only." + "reason": "Different concrete model path, even if the refactor style matches." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Separate model families and files; not the same fix." + "reason": "Different models and different wrapper logic." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different wrappers/models; same refactor theme only." + "reason": "Different code paths; both are refactors, not duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model code paths despite similar tracing cleanup." + "reason": "Different model families and separate implementation changes." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different models (vision-text dual encoder vs UnivNet), so not a duplicate change." + "reason": "Same stylistic refactor, but unrelated model implementations." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor motif, but distinct model implementations." + "reason": "Different model wrappers; not one shared bug fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; only loosely related." + "reason": "Both are output-tracing refactors, but for different models." }, { "left": "pull_request:44000", "right": "pull_request:44026", "accept": false, - "reason": "Different encoder/decoder code paths; not the same underlying bug." + "reason": "Distinct encoder/decoder wrapper code paths." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; no shared concrete bug." + "reason": "Different model architectures and forward signatures." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs DepthAnything are unrelated implementations." + "reason": "Same theme, different model-specific change." }, { "left": "pull_request:44001", "right": "pull_request:44026", "accept": false, - "reason": "Different model families; same high-level refactor only." + "reason": "Not the same underlying code path or bug." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures (UperNet vs RWKV); not mergeable as one PR." + "reason": "Different model families; no shared concrete fix." }, { "left": "pull_request:44002", "right": "pull_request:44025", "accept": false, - "reason": "Distinct model code paths with similar API cleanup." + "reason": "Separate models with independent output-tracing updates." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and fixes; too broad to be duplicates." + "reason": "Different model families and separate tracing refactors." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different models and code paths despite overlapping tracing refactor language." + "reason": "Distinct code paths; only the refactor theme is shared." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder vs Mamba are unrelated implementations." + "reason": "Different architectures and different forward implementations." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model families; only superficial similarity in removing output flags." + "reason": "Different model families; not the same concrete change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/RWKV-style changes are distinct code paths and not one concrete fix." + "reason": "Different models and different output behavior." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations; same broad refactor pattern only." + "reason": "Unrelated model code paths; same refactor motif only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Unrelated models and logic; not a duplicate." + "reason": "Different model implementations and distinct forward contracts." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths and behavior." + "reason": "Separate model-specific refactors, not one merged fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and separate code paths." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are wrapper-model refactors, but they target different model stacks and code paths." + "reason": "Parallel wrapper refactors, but different files and model families." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything vs SpeechEncoderDecoder are separate implementations." + "reason": "Same broad pattern, but not the same concrete bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model architectures; not the same underlying change." + "reason": "Different models; no shared code path." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models and output signatures; too broad to merge." + "reason": "Distinct model implementations with separate tracing updates." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths." + "reason": "Different models and unrelated forward paths." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Vision vs speech encoder-decoder wrappers are distinct code paths." + "reason": "Separate models; not the same underlying fix." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "Different model implementations; only generic tracing cleanup overlaps." + "reason": "Closely related wrapper style, but different concrete code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different model families and fixes." + "reason": "Different model implementations and output contracts." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Distinct models and behavior changes." + "reason": "Unrelated model-specific refactors." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model stacks; not a single concrete bug/change." + "reason": "Different model families and distinct files." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Speech encoder-decoder vs RWKV are unrelated code paths." + "reason": "Separate model wrappers; same theme is insufficient." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and implementations." + "reason": "Different concrete code paths and output behavior." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint vs RWKV are unrelated; same refactor wording only." + "reason": "Different model implementations; not a duplicate change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model architectures and fixes." + "reason": "Distinct model-specific refactors." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model code paths, not one duplicate change." + "reason": "RWKV and DPR are unrelated models with separate changes." }, { "left": "pull_request:44027", "right": "pull_request:46438", "accept": false, - "reason": "Output-tracing refactor vs modular-conversion pool reuse are unrelated changes." + "reason": "Speech encoder-decoder refactor vs unrelated modular-conversion utility speedup." }, { "left": "pull_request:44000", "right": "pull_request:46438", "accept": false, - "reason": "Vision-text tracing cleanup is unrelated to modular conversion tooling." + "reason": "Completely different subsystem and purpose." }, { "left": "pull_request:44029", "right": "pull_request:46438", "accept": false, - "reason": "Different subsystem and problem domain entirely." + "reason": "Unrelated utility script change; no shared bug or code path." }, { "left": "pull_request:44028", "right": "pull_request:46438", "accept": false, - "reason": "SuperPoint model refactor vs tooling performance change are unrelated." + "reason": "Different model refactor versus a build/tooling optimization." }, { "left": "pull_request:43998", "right": "pull_request:46438", "accept": false, - "reason": "Different subsystem and code path; no duplicate relationship." + "reason": "No relation beyond both being PRs in the same repo." } ] }, @@ -21258,7 +21203,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "257a147e7f073f6af7e02092b8b3d7e6b9c53f7d06c66fa19e6bed07c3a63a00", + "prepared_review_unit_hash": "56f9662899fb2fe5699c1ddb952a37741da48c59d1f329af8351a3b87c81a51d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21280,18 +21225,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs that only overlap on common Transformers scaffolding and docs registry updates. They target different models, code paths, and release artifacts, so they should not be deduplicated.", - "confidence": 0.97, + "summary": "These are two unrelated model-addition PRs that only overlap on shared Transformers integration files and docs. They do not look like the same underlying change, so they should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45401 is the better representative because it has an explicit issue target and a focused Voxtral TTS implementation, whereas 44662 is a separate PenguinVL model integration.", + "canonical_pr_reason": "PR 45401 is the more self-contained candidate to represent the cluster because it has an explicit issue target and a narrowly scoped Voxtral TTS implementation; PR 44662 is a separate PenguinVL model addition.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the strongest standalone PR in this cluster due to the explicit issue link and clearer single-model scope.", + "best_pr_reason": "PR 45401 is the best representative among the provided PRs for the same reasons: explicit issue linkage and a focused model-specific change. PR 44662 is unrelated rather than another version of the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations: PenguinVL vs Voxtral TTS. The shared files are generic registry/docs plumbing, but the underlying implementation, tests, and generated artifacts are for different concrete code paths and cannot plausibly be merged as one PR." + "reason": "Different models and different feature goals: PenguinVL implementation vs Voxtral TTS support. Shared registry/docs files are incidental to adding any new model, not evidence of the same underlying change." } ] }, @@ -21325,7 +21270,7 @@ "pull_request:45363|pull_request:46339", "pull_request:45666|pull_request:46339" ], - "prepared_review_unit_hash": "b7014abdaab87d496c431a39a84d445d7c420aaa6112828be23c1ae8798d05aa", + "prepared_review_unit_hash": "b669a0c1f31c4ece4f0b103fa922eed7a304dff26a959348cb232203409119a0", "component_budget": { "node_count": 4, "item_count": 4, @@ -21347,36 +21292,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs form two related lines: an older generic Module Fusion API proposal, and a later KernelConfig-based n-to-1 kernel fusion feature that evolved across multiple PRs. The KernelConfig PRs are close enough to treat as the same change family; the Module Fusion API PR is related but not a duplicate of that concrete implementation path.", - "confidence": 0.86, + "summary": "These PRs all revolve around the same n-to-1 kernel fusion / KernelConfig feature, with later PRs extending and simplifying earlier ones. PR 46339 is the broadest and most complete follow-up, so it is the best canonical representative.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46339 is the broadest/latest implementation in the same KernelConfig-based n-to-1 fusion line, with the clearest consolidation of the earlier iterations.", + "canonical_pr_reason": "PR 46339 covers the core KernelConfig fusion implementation plus follow-up simplifications in core loading/hub kernel code and tests, making it the most complete representative of the feature cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 46339 is the best representative because it appears to subsume and refine the earlier KernelConfig fusion work while staying on the same concrete code path.", + "best_pr_reason": "PR 46339 is the strongest cluster anchor: it spans the shared fusion-loading codepaths, has the broadest file coverage, and appears to subsume the earlier KernelConfig fusion work.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both concern fusion APIs, but 44979 is a separate Module Fusion API design while 45363 implements KernelConfig-based kernel fusion; related theme, not the same duplicate change." + "reason": "Related feature area, but 44979 is the initial Module Fusion API while 45363 is a separate KernelConfig-based fusion integration; they are not the same concrete change set." }, { "left": "pull_request:45363", "right": "pull_request:46339", "accept": true, - "reason": "Same underlying KernelConfig n-to-1 kernel fusion feature, with 46339 clearly extending/simplifying the earlier implementation on the same code path." + "reason": "Both target the same n-to-1 kernel fusion via KernelConfig codepath, and 46339 reads as a direct extension/simplification of the earlier implementation." }, { "left": "pull_request:45666", "right": "pull_request:46339", "accept": true, - "reason": "Same concrete KernelConfig fusion feature and overlapping files; 46339 looks like a later refinement of the same implementation rather than a separate change." + "reason": "These are the same KernelConfig n-to-1 fusion feature family; 46339 appears to refine and simplify the same implementation rather than introduce a different change." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet: PR 44979 is clearly the separate Module Fusion API line, while 45363, 45666, and 46339 all share the KernelConfig/n-to-1 fusion theme, similar filenames, and successive titles that suggest iteration on the same implementation path. The accepted soft-edge pair verdicts are conservative enough, and I don\u2019t see an overstatement beyond what the diff metadata supports." + "feedback": "The cluster summary is grounded in the packet: 46339 has the broadest overlapping file coverage and its title/diff preview support it as a later extension/simplification of the KernelConfig fusion work. The pair verdicts are conservative overall: 44979 and 45363 look like related but distinct change sets, while 45363\u219446339 and 45666\u219446339 are plausibly mergeable within the same n-to-1 kernel fusion feature family based on shared files and titles. No clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -21403,7 +21348,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "ba145d1ed526941e4ca0348aaa1187b6186181535f1ed2f6ca3a971c3d36747f", + "prepared_review_unit_hash": "9240f482a90be394ff4a5e6d934bd24888fb3542df1f2bc1a44e39d84e6c0e58", "component_budget": { "node_count": 2, "item_count": 2, @@ -21425,18 +21370,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same AttributeError in `_patch_mistral_regex` for `fix_mistral_regex=True` and make the same code-path change in `tokenization_utils_tokenizers.py`; PR 45317 is the more complete variant because it includes tests.", + "summary": "Both PRs fix the same Mistral regex patching AttributeError in the same code path; 45317 is the more complete version because it adds tests and clearer framing, while 45086 is a smaller earlier variant.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it fixes the same bug as 45086 but also adds test coverage and has slightly more discussion/activity, making it the more complete representative of the change.", + "canonical_pr_reason": "PR 45317 is the stronger canonical representative: same fix as the other PR, same issue target, and it includes test coverage and clearer problem description.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall representative: same underlying fix as 45086, same target issue, same core patch, plus tests.", + "best_pr_reason": "PR 45317 is best suited as the cluster representative because it addresses the concrete bug with the most complete implementation and validation, while still matching the shared fix precisely.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Accept: both PRs fix the same concrete AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR just adds tests and is a more complete version of the same fix." + "reason": "Accept: both PRs patch the same AttributeError in _patch_mistral_regex by changing the same tokenizer pre-tokenizer access in the same file, with the same issue target; 45317 just adds tests and more context." } ] }, @@ -21466,7 +21411,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "3a40a18861588666b92ca71f687681809fd1c562fcaf565b0112bf5f83141b45", + "prepared_review_unit_hash": "e80c62be57f8b628cd0d0894dd1ac85b35df6c4082fa983e8cb2ce01cbdb653a", "component_budget": { "node_count": 2, "item_count": 2, @@ -21488,18 +21433,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct NemotronH PRs: one is a narrower refactor toward GraniteMoeHybrid-style inheritance, while the other is a broader split of NemotronH into dense/sparse variants with docs and auto-mapping updates. They overlap on shared model files but target different change sets.", - "confidence": 0.89, + "summary": "Both pull requests touch NemotronH internals, but they are not the same change: one is a narrower inheritance/conversion refactor, while the other splits NemotronH into dense/sparse variants and adds docs/tests. They should not be merged as duplicates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better cluster representative because it is the broader, more complete NemotronH rework: it introduces the dense/sparse model split, updates docs and auto mappings, and includes the backward-compatible dispatcher behavior.", + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, more complete NemotronH family change and includes the visible model split plus docs/tests, whereas 45115 is a narrower refactor/conversion-mapping pass.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest standalone PR because it addresses the main architectural change end-to-end, whereas #45115 is a narrower inheritance/conversion refactor that appears to be only one piece of the larger transition.", + "best_pr_reason": "PR 45569 is the strongest standalone PR: it implements the full dense/sparse model restructuring and supporting documentation/test updates, making it the most useful representative of this cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They overlap on NemotronH internals, but #45115 is a focused refactor/inheritance change and #45569 is a larger model-splitting and documentation/mapping update; they are not the same concrete fix and would not merge cleanly into one PR." + "reason": "They overlap on NemotronH auto/model files, but 45115 is mainly an inheritance/conversion-mapping refactor while 45569 introduces separate nemotron_h_dense and nemotron_h_sparse implementations with docs/tests. Different concrete changes, so not a duplicate." } ] }, @@ -21529,7 +21474,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "d74e9a8c14226999b65a78e75b3894024a4f40c040c654f82b87d65f8553a11d", + "prepared_review_unit_hash": "7394eee6df6219ba0ec5022e4e78357a5028d94b3153f4706b63dc9fdb2c0b22", "component_budget": { "node_count": 2, "item_count": 2, @@ -21551,18 +21496,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related heterogeneous-model feature PRs, but they cover different layers of the change: PR 45333 adds per-layer config plumbing, while PR 45332 adds model/cache/attention support that consumes it. They should not be treated as duplicates.", - "confidence": 0.93, + "summary": "These are related heterogeneous-modeling PRs, but they are not duplicates: one adds per-layer heterogeneous config support, while the other adds broader model/runtime integration on top of that config machinery.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45333 is the more foundational artifact: it introduces the per-layer configuration machinery that the modeling work builds on.", + "canonical_pr_reason": "PR 45333 is the narrower foundational change focused on per-layer config support; PR 45332 is a larger follow-on that adds modeling/cache/masking integration and is not the same concrete change.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the broader end-to-end implementation and most representative of the user-visible heterogeneous model support feature.", + "best_pr_reason": "PR 45333 is the best representative for the shared theme because it cleanly captures the core per-layer heterogeneous config work without the extra downstream modeling changes from 45332.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related feature work, but not the same underlying change: one is config plumbing, the other is modeling/cache integration. They would not plausibly merge into a single duplicate PR." + "reason": "Different layers of the feature: 45333 introduces heterogeneous configuration, while 45332 implements broader model/runtime support using that configuration. Related, but not the same underlying change." } ] }, @@ -21592,7 +21537,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "04ebf52e4c931d58d18f1266c9535a19117b6adb97ab170cf0203c8c9dcd0391", + "prepared_review_unit_hash": "bcad4ef2f0ff1fb013544883fa9b4fb8a18a1a2ce46d02b968e818917e88a323", "component_budget": { "node_count": 2, "item_count": 2, @@ -21614,18 +21559,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related typing-maintenance PRs in the same codebase, but they address different scopes: one is a broad repo-wide type-checking sweep, the other is a narrower typing helper/modeling_utils update. They do not look like the same underlying bug or mergeable change.", + "summary": "These are two separate typing-focused PRs: one is a broad repository-wide type-checking sweep, and the other is a narrower typing-infra update around `modeling_utils`/PEFT-related protocols. They overlap in a few shared files but do not appear to fix the same underlying change.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused and representative typing change: it introduces shared typing protocols/helpers and updates modeling_utils-related code paths, whereas PR 45415 is a broad type-checking pass across many files.", + "canonical_pr_reason": "PR 45425 is the more focused and self-contained typing change, centered on `_typing.py`, `modeling_utils`, and related protocols. It has a clear narrow purpose and is easier to treat as a canonical representative than the broad sweep in 45415.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better cluster representative because it is narrower, has clearer concrete typing intent, and its touched files align more directly with the shared modeling_utils/type-helper theme.", + "best_pr_reason": "PR 45425 is the best PR representative for this cluster because it is a specific typing-infrastructure change with a bounded scope, whereas 45415 is a wide multi-file type-checking pass that mixes many unrelated annotation/ignore updates.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing/file overlap is not enough here; 45415 is a wide type-checking sweep, while 45425 adds specific typing protocols and modeling_utils-related fixes. They are not the same concrete change and would not plausibly be merged into one PR." + "reason": "Do not merge: both are typing-related, but 45415 is a broad type-checking sweep across many files with pyproject ignore changes, while 45425 adds targeted typing protocols and `modeling_utils` support. Shared filenames alone do not indicate the same concrete fix." } ] }, @@ -21655,7 +21600,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "e316df0a7e497a2a696f3cecbda4a12c6c9e09e2d62cdfbe231c0df3bdc9bb6e", + "prepared_review_unit_hash": "f739f9e98921cd1f9ff71caa46862746c09ab6786f8b15c58e030e89be169422", "component_budget": { "node_count": 2, "item_count": 2, @@ -21677,18 +21622,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both cache-related PRs, but they target different model families and different code paths: Qwen3.5/Qwen3 Next/Olmo Hybrid linear attention cached continuation vs. Mamba2 CUDA-kernel use_cache handling for seq_len > 1. They are not duplicates.", + "summary": "These are two unrelated pull requests about cache/use_cache behavior in different model families: Qwen3.5/Qwen3-next linear attention versus Mamba2 CUDA kernels. They share a broad theme but not the same underlying bug or mergeable fix.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for the cluster: the two PRs fix different bugs in different architectures. If one must be chosen as the cleaner representative, #46084 is more narrowly scoped and has an explicit issue target.", + "canonical_pr_reason": "No single canonical PR stands out for a duplicate cluster because the fixes target different code paths and models. If forced, #46084 is the cleaner representative since it has an explicit issue link and a narrowly scoped seq_len > 1 cache fix.", "best_issue_reason": null, - "best_pr_reason": "#46084 is the better representative PR because it is a focused, single-bug fix with an explicit linked issue and a narrow code change. #45513 is broader, touches multiple models, and addresses a different underlying bug.", + "best_pr_reason": "#46084 is the strongest standalone PR: it is focused, explicitly tied to issue #46032, and fixes a concrete use_cache regression in Mamba2. #45513 is also well-scoped, but it addresses a different model family and problem.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying bugs and code paths: #45513 fixes multi-token cached forward for Qwen3.5/Qwen3 Next/Olmo Hybrid linear attention, while #46084 fixes Mamba2 use_cache behavior when seq_len > 1 in CUDA kernels." + "reason": "Both are cache-related, but they fix different bugs in different architectures/code paths. They are not the same underlying change and would not plausibly be merged into one PR." } ] }, @@ -21718,7 +21663,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "9ccc6b630ea13ca7063716778e6ea9b7ddfc81dfcb29d2ffc6a422c7457e4c7d", + "prepared_review_unit_hash": "5211a035b8221f9be28d754110d8c52346a95fbbdff64c4577ada0c9d3806292", "component_budget": { "node_count": 2, "item_count": 2, @@ -21740,18 +21685,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs both touch expert parallelism, but they fix different loading bugs: one is about EP/DeepSpeed ZeRO-3 loading and serializing distributed_config, the other is about FSDP2 rank-0 broadcast overwriting expert parameters. Related subsystem, not the same change.", - "confidence": 0.96, + "summary": "Two open PRs address expert-parallel loading, but they target different failure modes: one fixes Accelerate/ZeRO-3 loading by preserving distributed_config, while the other fixes FSDP2 expert weights being overwritten by rank-0 broadcast. They are related, but not the same underlying bug.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 45548 targets EP + DeepSpeed ZeRO-3/accelerate loading and config serialization, while 45662 targets EP + FSDP2 expert overwrites during parameter loading.", + "canonical_pr_reason": "PR 45662 is the stronger canonical PR: it addresses a concrete expert-parallel loading corruption path with a targeted multi-file fix, whereas 45548 is a narrower fix for a different distributed-loading path involving config serialization and launch behavior.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global duplicate representative because they address distinct concrete code-path bugs rather than one shared fix.", + "best_pr_reason": "PR 45662 is the best standalone PR in this cluster because it fixes the more clearly defined and more severe code-path bug (experts being silently overwritten during load) and has the broader, more cohesive implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different concrete bugs and fixes. 45548 adds EP-aware config handling and a has_ep check for ZeRO-3/accelerate loading; 45662 wraps loaded parameters for distributed ops to prevent expert params being overwritten under FSDP2." + "reason": "Both are about EP loading, but 45548 fixes Accelerate/DeepSpeed ZeRO-3 config handling, while 45662 fixes FSDP2 post-shard loading/broadcast overwrites. Different concrete bugs and not plausibly one merged PR." } ] }, @@ -21781,12 +21726,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "384eba6e6b5c82fc8f112e004cad55669cf3388be01f9eabdbc48028a95392ae", + "prepared_review_unit_hash": "2bfb7d72e9bc3836d8b655b41de8248bc26202e7c5b15f44027d3f3185384b77", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21794,7 +21739,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -21803,18 +21748,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist collision in captured_info debug artifacts. PR #45639 fixes the writer path in testing_utils, while PR #45645 includes that fix and also updates CI/workflow consumers to read multiple worker-specific files, so they look like two implementations of the same underlying change set.", - "confidence": 0.78, + "summary": "Both PRs address the same captured_info xdist collision problem around patched testing debug logs. PR 45645 is the broader, more complete fix and appears to subsume PR 45639.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it contains the xdist-safe captured_info fix plus the downstream CI/workflow adjustments needed to preserve and aggregate the logs.", + "canonical_pr_reason": "PR 45645 is the most complete candidate: it includes the xdist-safe output-file change in testing_utils plus the CI/workflow updates needed to aggregate multiple captured_info files.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest representative: it fixes the same collision bug and also covers the operational/logging follow-through, making it the most complete version of the change.", + "best_pr_reason": "PR 45645 is the best overall fit because it directly targets the same bug and also fixes downstream log handling in the workflow, making it the most useful single PR to keep.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist-safe captured_info bug/change: both modify testing_utils and test helpers for the same issue target, and #45645 appears to be the broader superset that would plausibly subsume #45639." + "reason": "Both PRs fix the same underlying xdist collision/captured_info artifact issue in the same testing code path; 45645 looks like a superset of 45639 rather than a separate change." } ] }, @@ -21847,12 +21792,12 @@ "pull_request:45670|pull_request:46401", "pull_request:46320|pull_request:46401" ], - "prepared_review_unit_hash": "18026546eb3c169114276a4c31d30051dd71e9276fa4f9ad512685ea2ba4a045", + "prepared_review_unit_hash": "4f1b97690fb5a234fdb8d96a2aeaaa26bcaee15445aef320ea1e298df5d5f4d0", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7839, + "serialized_chars": 7838, "estimated_input_tokens": 1960, "estimated_eval_tokens": 4176 }, @@ -21860,7 +21805,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7839, + "serialized_chars": 7838, "estimated_input_tokens": 1960, "estimated_eval_tokens": 4176 }, @@ -21869,30 +21814,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated pull requests that all happen to touch attention/AutoModel-related plumbing, but they target different models and different code paths. None look like true duplicates of the same fix/change.", + "summary": "These are not duplicates: one PR is an unrelated AutoModel registry nit, and the other two add attn_implementation support to different model families/code paths. The two dispatch PRs are thematically similar but too broad and architecture-specific to merge as one.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46401 is the broadest and most representative of the shared theme, since it implements attn_implementation dispatch across several BLIP-family model files and tests.", + "canonical_pr_reason": "If a representative PR is needed, 46320 is the cleanest single-model attn_implementation change; 46401 is a broader multi-model variant and 45670 is unrelated to dispatch support.", "best_issue_reason": null, - "best_pr_reason": "PR 46401 is the best representative PR because it has the clearest end-to-end feature implementation and the widest concrete code-path coverage among the three.", + "best_pr_reason": "46320 is the most self-contained and clearly scoped of the meaningful PRs in this set; it best represents the dispatch-support work without the extra breadth of 46401.", "soft_edge_verdicts": [ { "left": "pull_request:45670", "right": "pull_request:46320", "accept": false, - "reason": "Different model families and fixes: GLM-ASR auto-class registration versus RecurrentGemma attention dispatch support." + "reason": "Different problems: 45670 only adds model registry entries for glmasr/dia, while 46320 implements attn_implementation dispatch for RecurrentGemma and related tests/mapping." }, { "left": "pull_request:45670", "right": "pull_request:46401", "accept": false, - "reason": "Different scope and code paths: GLM-ASR model registration versus BLIP-family attn_implementation dispatch changes." + "reason": "Different problems: 45670 is an AutoModel registration tweak, while 46401 adds attn_implementation support across BLIP-2/InstructBLIP-related model code paths." }, { "left": "pull_request:46320", "right": "pull_request:46401", "accept": false, - "reason": "Both concern attn_implementation dispatch, but for different architectures (RecurrentGemma vs BLIP-family) and separate model implementations, so they are not the same underlying change." + "reason": "Same broad feature area, but not the same underlying change: 46320 targets RecurrentGemma, while 46401 targets BLIP-2/InstructBLIP/InstructBLIPVideo and OCR variants. They touch different model implementations and would not plausibly be one merged PR." } ] }, @@ -21922,40 +21867,40 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "5b2c505fe75d5c86520be7682df1717f0f6bddf3c23bab15e9d743767e4ef85b", + "prepared_review_unit_hash": "529e010199dc530b7275309dc5e605eaf44ed51478d26ee34e7cf0bd5033a75e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7188, - "estimated_input_tokens": 1797, - "estimated_eval_tokens": 3850 + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7188, - "estimated_input_tokens": 1797, - "estimated_eval_tokens": 3850 + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both linter/modeling-rule PRs, but they address different problems: PR 45720 adds tuple-return handling for model forward methods (TRF003), while PR 46259 adds a rule about consuming do_* preprocessing flags in image/video processors (TRF018/TRF018 docs). The overlap in shared files is incidental; the code paths and fixes are not the same.", + "summary": "These are two unrelated linter/modeling-rule PRs: one implements TRF003 around tuple-return handling in model forwards, the other adds TRF016 about consuming do_* preprocessing flags. They share a broad repository area but not the same underlying bug or change.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46259 is the cleaner representative of the cluster: it introduces a self-contained new modeling rule with documentation and targeted model updates, whereas PR 45720 is a separate, broader implementation of a different rule.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 46259 is the best standalone PR in this set because it has a clearer scope and a more explicit rule definition; it is still not a duplicate of PR 45720.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Reject: different underlying changes. 45720 targets forward() return_tuple behavior across text/audio models, while 46259 targets preprocessing flag-consumption checks in image/video processor overrides. They touch different logic and would not plausibly be merged as one PR." + "reason": "Different rules and different code paths: TRF003 changes forward return behavior via can_return_tuple, while TRF016 checks preprocessing do_* flags in image/video processors. Shared linter/theme is too broad to treat as the same change." } ] }, @@ -22051,12 +21996,12 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "34859d8af033396474c7a0bdddc36fcc7fd9817b0f9421449d2654431105edc9", + "prepared_review_unit_hash": "ad0dcbf42bcf51decf6965f7a4437b646c44cd8a137846f8b9d65423ceba3e7a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4300, + "serialized_chars": 4299, "estimated_input_tokens": 1075, "estimated_eval_tokens": 2406 }, @@ -22064,7 +22009,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4300, + "serialized_chars": 4299, "estimated_input_tokens": 1075, "estimated_eval_tokens": 2406 }, @@ -22073,18 +22018,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one is a broad testing/CI + model-code change set, while the other only injects failing assertions into a ViT test file. They do not appear to target the same underlying bug or code-path fix.", - "confidence": 0.95, + "summary": "These two PRs are not duplicates: one is a broad implementation/CI update PR, the other is a test-only migration PR with deliberate failing assertions. They do not fix the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45932 is the more substantive and representative change set: it spans CI/workflow and multiple model files, whereas PR 46100 is a tiny test-only edit with no shared fix target.", + "canonical_pr_reason": "PR 45932 is the more substantive anchor: it changes production code and CI plumbing across multiple files, while PR 46100 is a narrow test-file edit with intentionally failing assertions.", "best_issue_reason": null, - "best_pr_reason": "PR 45932 is the best overall representative PR for the cluster because it contains the broader functional changes; PR 46100 looks like an isolated test migration/stub and not the same underlying change.", + "best_pr_reason": "PR 45932 is the best overall representative of the cluster because it contains real code-path changes; PR 46100 looks like a temporary or placeholder test migration and is not a comparable fix.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Reject: the PRs touch unrelated content. 45932 changes CI secrets and several model implementations, while 46100 only adds dummy assertions in ViT tests. They do not fix the same concrete bug or code path and would not plausibly be merged into one PR." + "reason": "Reject: the PRs are unrelated. 45932 updates model code and workflow secrets across several files, while 46100 only edits a ViT test file and adds intentional failures. They do not appear to address the same bug or merge into one change." } ] }, @@ -22117,52 +22062,52 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "efcee5dfdb476dd3ffb769c4716bb09c902ba35cf1fe7bc4069d242a207b4937", + "prepared_review_unit_hash": "86028b57a02cf49ae492a808f1054116cfc43e984450616922e4f29c12d796c3", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8080, - "estimated_input_tokens": 2020, - "estimated_eval_tokens": 4296 + "serialized_chars": 8082, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8080, - "estimated_input_tokens": 2020, - "estimated_eval_tokens": 4296 + "serialized_chars": 8082, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs all target SDPA dispatch support, but each one is for a different model family and code path, so they should not be merged as duplicates.", - "confidence": 0.9, + "summary": "All three PRs are related by the same feature pattern: adding SDPA dispatch support. However, they target different model families and code paths, so they should remain separate and are not duplicates of one another.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest representative of the cluster, spanning multiple related model implementations and the most review activity, but it is still not a duplicate of the others.", + "canonical_pr_reason": "PR 46196 is the best representative because it appears to be the broadest implementation, covering multiple model families and associated tests/docs, making it the most comprehensive instance of the SDPA-dispatch change set.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the strongest anchor for the theme because it covers several model families and has the most substantial review footprint; however, the other PRs remain distinct model-specific changes.", + "best_pr_reason": "PR 46196 is the strongest standalone PR in this cluster due to its wider scope and larger test coverage, while the other two are narrower model-specific variants of the same general feature.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Both are SDPA dispatch additions, but CTRL and T5 use different model internals and touch different files/code paths, so this is not the same underlying fix." + "reason": "Both are SDPA-dispatch PRs, but one is for CTRL and the other for T5. They touch different model implementations and are not the same concrete bug/change." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "CTRL support and wav2vec2/SeamlessM4T support are separate architecture-specific changes, not one mergeable PR." + "reason": "These overlap only at the high-level goal of adding SDPA support. CTRL vs wav2vec2_conformer/bert and SeamlessM4T/v2 are separate code paths, so they are not duplicates." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "T5 SDPA dispatch is a distinct implementation from wav2vec2_conformer/bert and SeamlessM4T/v2; same theme, different concrete code paths." + "reason": "T5 SDPA dispatch and the multi-model audio/seq2seq SDPA dispatch PR address different model-specific implementations and cannot plausibly be merged as one duplicate fix." } ] }, @@ -22192,7 +22137,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "d79a2580c5da677da9347e4882c10bd32e29d7eecd3e6c578eba5ee1b16293a9", + "prepared_review_unit_hash": "e8e8f9917914ddf91197ff8886ad983121740b5f9506d6e80fab33a6605f7a25", "component_budget": { "node_count": 2, "item_count": 2, @@ -22214,18 +22159,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs overlap on a few distributed files, but they are different scopes: one is a focused EP+Trainer integration PR, the other is a broad distributed branch-base umbrella. The overlap looks incidental rather than a true duplicate pair.", - "confidence": 0.91, + "summary": "These are related only by broad distributed-modeling overlap, not the same underlying change. PR #46126 is a focused EP/Trainer integration feature, while PR #46269 is a large distributed branch base spanning FSDP, tensor parallel, integrations, and model updates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "46269 is the broader umbrella distributed branch-base PR and the most central representative of the shared distributed subsystem changes.", + "canonical_pr_reason": "PR #46126 is the more coherent and specific change set: it targets EP routing/Trainer integration with a small, clearly defined scope. PR #46269 is a broad base branch with many unrelated distributed updates, so it is less suitable as the canonical representative of this cluster.", "best_issue_reason": null, - "best_pr_reason": "46126 is the more specific, self-contained EP+Trainer integration change; 46269 is too broad to serve as a clean duplicate target.", + "best_pr_reason": "PR #46126 is the best representative because it has a single concrete feature goal and clearer intent. PR #46269 is too broad and multi-purpose to serve as a good cluster anchor.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: they share some distributed files, but 46126 targets EP+Trainer integration while 46269 is a much larger distributed branch-base sweep (FSDP, tensor parallel, model loading, CI). They are not the same concrete code-path fix/change and would not plausibly merge into one PR." + "reason": "Reject: the overlap is only at the subsystem level. #46126 adds EP/Trainer integration and router-parallel behavior, while #46269 is a large distributed-base PR touching many areas (FSDP, tensor parallel, integrations, model code). They do not appear to fix the same concrete problem and would not plausibly be merged into one PR." } ] }, @@ -22273,124 +22218,124 @@ "pull_request:46502|pull_request:46504", "pull_request:46503|pull_request:46504" ], - "prepared_review_unit_hash": "9f9aeaaaa7bb72833629ae516c5d8c9b1b7551812173d9265f1699379f7b43f6", + "prepared_review_unit_hash": "46113ddba0fbf5defb712e18bb9de0d3efb1a22f56de69b5c59982fe7f22c88f", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 14222, - "estimated_input_tokens": 3556, - "estimated_eval_tokens": 7368 + "serialized_chars": 14225, + "estimated_input_tokens": 3557, + "estimated_eval_tokens": 7370 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 14222, - "estimated_input_tokens": 3556, - "estimated_eval_tokens": 7368 + "serialized_chars": 14225, + "estimated_input_tokens": 3557, + "estimated_eval_tokens": 7370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All six PRs are small workflow-maintenance changes, but they touch different files and different behaviors (CI invocation, SSH runner hardening, anti-slop permissions, reviewer checkout ref, benchmark dispatch, docker-image tag detection). They are thematically similar, not duplicates of the same underlying change.", - "confidence": 0.92, + "summary": "This cluster is not a duplicate set: it contains six unrelated workflow-maintenance pull requests that happen to share a similar \"chore: update ...yml\" style. The pairwise similarity is superficial; each PR changes a different workflow and fixes a different concrete behavior or security concern.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46501 is a reasonable cluster anchor because it is a compact, representative GitHub Actions maintenance change, but the cluster is heterogeneous and does not contain a true duplicate set.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46501 is the best single representative only in the loose sense that it is a self-contained workflow tweak; it is not interchangeable with the others, which modify different workflows and operational logic.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46138", - "right": "pull_request:46432", + "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different fixes: stdin handling for a CI helper vs SSH-runner security/hardening changes." + "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs shell-safe commit-message parsing for build-ci-docker-images." }, { "left": "pull_request:46138", - "right": "pull_request:46501", + "right": "pull_request:46432", "accept": false, - "reason": "Both are workflow chores, but they change unrelated workflows and code paths." + "reason": "One updates self-comment CI command invocation; the other hardens ssh-runner by pinning a download and unsetting HF_TOKEN." }, { "left": "pull_request:46138", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "Distinct workflow files with unrelated behavior: CI helper invocation vs reviewer checkout ref selection." + "reason": "Different workflow files and behavior: self-comment CI message piping vs benchmark_v2 schedule/dispatch triggering." }, { "left": "pull_request:46138", - "right": "pull_request:46503", + "right": "pull_request:46501", "accept": false, - "reason": "Different workflow and purpose: CI helper stdin piping vs benchmark dispatch trigger logic." + "reason": "Unrelated workflow changes: self-comment CI message transport vs anti-slop permissions scoping." }, { "left": "pull_request:46138", - "right": "pull_request:46504", + "right": "pull_request:46502", "accept": false, - "reason": "Separate workflow logic: message piping for slow CI models vs commit-message parsing for Docker image tagging." + "reason": "No shared code path or bug: self-comment CI command piping vs assign-reviewers checkout ref selection." }, { "left": "pull_request:46432", - "right": "pull_request:46501", + "right": "pull_request:46503", "accept": false, - "reason": "Both touch GitHub Actions, but one hardens SSH runner setup while the other adjusts anti-slop permissions; no shared underlying bug." + "reason": "ssh-runner security/environment handling is unrelated to benchmark_v2 event gating." }, { "left": "pull_request:46432", - "right": "pull_request:46502", + "right": "pull_request:46501", "accept": false, - "reason": "SSH-runner hardening and assign-reviewers checkout behavior are unrelated changes." + "reason": "Different workflow concerns: ssh-runner hardening vs anti-slop permission adjustment." }, { "left": "pull_request:46432", - "right": "pull_request:46503", + "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and different runtime concerns: SSH runner security vs benchmark triggering." + "reason": "Distinct workflows and purposes; no common underlying bug or mergeable change set." }, { "left": "pull_request:46432", "right": "pull_request:46504", "accept": false, - "reason": "One secures SSH-runner downloads and env handling; the other changes CI image-tag selection logic." + "reason": "ssh-runner download/env hardening is unrelated to build-ci-docker-images commit-message parsing." }, { "left": "pull_request:46501", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow maintenance, but they modify different automation paths with no shared bug." + "reason": "Both touch workflows, but one changes anti-slop permissions and the other adds workflow_dispatch to benchmark_v2; they are separate changes." }, { "left": "pull_request:46501", - "right": "pull_request:46503", + "right": "pull_request:46502", "accept": false, - "reason": "Anti-slop permissions and benchmark trigger conditions are unrelated workflow changes." + "reason": "Different workflow files and different fixes; not the same underlying bug or change." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow files and different effects: permissions update vs Docker build tagging logic." + "reason": "Anti-slop permission scoping and build-ci-docker-images message handling are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer assignment checkout ref and benchmark dispatch are separate concerns in different workflows." + "reason": "assign-reviewers checkout ref behavior is unrelated to benchmark_v2 trigger logic." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflow behavior: base-branch checkout for reviewers vs commit-message parsing for Docker image selection." + "reason": "Different workflows and concrete edits; no plausible single merged PR." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark workflow dispatch support and build-ci Docker tag detection are different changes in different code paths." + "reason": "benchmark_v2 workflow_dispatch support is unrelated to build-ci-docker-images commit-message parsing." } ] }, @@ -22420,7 +22365,7 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "c737d1e61989261890b4690a02877b0bb82b9a0506828d5963dee08b569b57d2", + "prepared_review_unit_hash": "18dde5d905619cc141ef4230b418ffc7578368bd28793d7d6b64c68195859a31", "component_budget": { "node_count": 2, "item_count": 2, @@ -22442,18 +22387,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the same broad theme of avoiding file-open source inspection, but they fix different code paths: one in import-utils path resolution, the other in modeling-utils attention-implementation detection. They should not be deduplicated.", - "confidence": 0.93, + "summary": "Both items are pull requests about avoiding direct file-open source inspection, but they change different code paths in different modules: one in import_utils, the other in modeling_utils. They are related in theme, not duplicates of the same fix.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46207 is the better canonical representative because it has a clearer, self-contained bug fix in a specific runtime path and includes a matching test change.", + "canonical_pr_reason": "PR #46207 is the better representative of the cluster because it is a direct source-reading refactor in an existing implementation path, with tests, and its scope is clearer than the import-utils traversal helper in #46152.", "best_issue_reason": null, - "best_pr_reason": "PR #46207 is the strongest standalone PR for this cluster: it targets a concrete source-reading path in model utilities, has a focused title, and is more explicitly bug-oriented than the import-utils refactor.", + "best_pr_reason": "PR #46207 is the strongest single PR here: it targets a concrete behavior in _can_set_*_implementation, is self-contained, and is more directly about the source-reading heuristic than #46152, which addresses a separate import-utils path.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Both replace file-open source inspection, but they touch different modules and different behaviors: import path resolution vs attention-implementation capability detection. They are related in theme only, not the same underlying bug." + "reason": "They share a broad theme of replacing open()-based source access, but they fix different functions in different files and are not the same underlying bug or mergeable as one PR." } ] }, @@ -22485,52 +22430,52 @@ "pull_request:46436|pull_request:46474", "pull_request:46173|pull_request:46474" ], - "prepared_review_unit_hash": "2436b5a3cbeaf08e6edbd89f596caff90f89d5a42bdd6c7fc0baa93f9fd74280", + "prepared_review_unit_hash": "29414d39de4b67c06cb5047b3d629d4b147f698911987e3610086fd0b10762c9", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5921, - "estimated_input_tokens": 1481, - "estimated_eval_tokens": 3218 + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5921, - "estimated_input_tokens": 1481, - "estimated_eval_tokens": 3218 + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are duplicates of the same StaticLayer type-hint change in cache_utils; the static-cache max-len fix is a separate PR and should not be merged with them.", - "confidence": 0.98, + "summary": "Two PRs are near-identical duplicates fixing the same StaticLayer type-hint issue; the generation cache-config PR is unrelated and should stay separate.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46173 is the clearest representative of the duplicate pair: it makes the exact StaticLayer.get_seq_length annotation change, cites the target issue, and matches the later PR\u2019s diff essentially byte-for-byte.", + "canonical_pr_reason": "PR #46173 is the best canonical representative for the StaticLayer get_seq_length typing fix: it has the explicit issue link to #45987 and the exact patch that updates both the abstract base and StaticLayer implementation.", "best_issue_reason": null, - "best_pr_reason": "PR #46173 is the best cluster representative because it captures the true duplicate fix cleanly, while #46436 addresses a different generation cache-length bug and should stay separate.", + "best_pr_reason": "PR #46173 is the strongest cluster member to keep: it is directly tied to the tracked issue and has the clearest, fully scoped change for the return-type annotation fix.", "soft_edge_verdicts": [ { "left": "pull_request:46436", "right": "pull_request:46474", "accept": false, - "reason": "Different bugs: #46436 changes static cache max-len handling in generation/utils, while #46474 only adjusts StaticLayer.get_seq_length typing in cache_utils. They touch different code paths and would not be merged into one PR." + "reason": "Different changes and different code paths: one adjusts static cache max length handling in generation, the other changes a type annotation in cache_utils. They are not the same underlying fix." }, { "left": "pull_request:46173", "right": "pull_request:46474", "accept": true, - "reason": "Same underlying change: both PRs make the same StaticLayer.get_seq_length return-type update in cache_utils with effectively identical diffs and the same issue target (#45987)." + "reason": "Same concrete bug/change: both patch StaticLayer.get_seq_length in cache_utils to return int | torch.Tensor, with the same issue target #45987 and essentially identical diff." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet. PRs #46173 and #46474 share the same file, same issue target, and an essentially identical diff for the StaticLayer.get_seq_length type-hint fix, so treating them as duplicates is conservative and supported. PR #46436 touches different files and a different bugfix, so keeping it separate is also appropriate. No overstatement detected." + "feedback": "The summary and pairwise verdicts are well grounded in the packet. 46173 and 46474 are effectively duplicate type-hint fixes in cache_utils tied to issue #45987, while 46436 changes generation/static-cache length handling in a different file and is reasonably kept separate. No evidence is overstated." }, "evaluator_used": true, "retried": false, @@ -22546,8 +22491,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46174-2", "nodes": [ @@ -22686,7 +22631,7 @@ "soft_pairs": [ "pull_request:46376|pull_request:46417" ], - "prepared_review_unit_hash": "12c2ef62e7abf00c55add85dd0108516d5a73562d00b28754607cb0042f06186", + "prepared_review_unit_hash": "3f780b714da90c4b2aa8c7952020a8114b509ef86b2a201a68c2e426ba5c28b1", "component_budget": { "node_count": 2, "item_count": 2, @@ -22708,18 +22653,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are not duplicates: one adds multimodal support to continuous batching infrastructure, while the other adds a specific HunYuan VL model implementation, docs, and tests. They overlap only at a broad multimodal/theme level, not at the same concrete change.", - "confidence": 0.97, + "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model, docs, and tests. They should not be deduplicated or merged into a single PR.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46376 is the broader, more central change in the shared continuous-batching multimodal code path.", + "canonical_pr_reason": "No canonical PR for duplicate triage; these PRs target different features and codepaths.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46376 is the most representative PR for the cluster because it targets the core batching infrastructure rather than a single model integration.", + "best_pr_reason": "No best PR in a duplicate sense; 46417 is a standalone model addition, not a duplicate of 46376.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different underlying changes and code paths: continuous-batching multimodal support vs. a standalone HunYuan VL model addition. They are not plausibly mergeable into one PR." + "reason": "Different scope and implementation: continuous batching multimodal support versus a new HunYuan VL model/docs/tests. They do not fix the same bug or change the same codepath." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 879999fd92045959cdb8e2e28aae454d8d2f0ac4..eabc26650bf12269926e9e8d624f953dd7e6dfaf 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260609t000018z", + "analysis_id": "hybrid-model-20260609t060025z", "archived_artifacts": { - "hybrid": "snapshots/20260609T000018Z/analysis-runs/hybrid-model-20260609t000018z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260609T000018Z/analysis-runs/hybrid-model-20260609t000018z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-09T00:09:09Z", + "published_at": "2026-06-09T06:09:55Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260609T000018Z", + "snapshot_id": "20260609T060025Z", "variant": "hybrid" } diff --git a/snapshots/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/analysis-report-hybrid.json b/snapshots/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..a62c8e72836c518d904dcaa72e2551ac5cf70331 --- /dev/null +++ b/snapshots/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/analysis-report-hybrid.json @@ -0,0 +1,2613 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260609T060025Z", + "generated_at": "2026-06-09T06:09:53Z", + "evidence_quality": "full", + 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"cluster-41211-3", + "issue_number": 41211, + "reason": "Issue #41211 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 6 discussion comments plus 6 inbound references.", + "score": 148.0 + }, + "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/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..0026370e22c5f114837ca6488e8d9b2b1912bf09 --- /dev/null +++ b/snapshots/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,22679 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260609T060025Z", + "generated_at": "2026-06-09T06:09:53Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46468", + "issue:46515" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:43596|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "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:44292|issue:45237", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43828|issue:44292", + "issue:43541|issue:43716", + "issue:43716|issue:46468", + "issue:43716|issue:45685", + "issue:44918|issue:45161", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:45507|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "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:43866|issue:46402", + "issue:45800|issue:46304" + ], + "prepared_review_unit_hash": "f5bff87f55adf1c60230b8445dce577027e5fbd37a5c51be76c0d4cc7b86cc03", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46515, + "estimated_input_tokens": 11629, + "estimated_eval_tokens": 23514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mixed cluster with several unrelated issue families: distributed-training shape/index errors, model-specific incompatibilities, docs cleanup, and torch/version regressions. Only a small number of soft pairs look like true duplicates; most are just thematically similar.", + "confidence": 0.63, + "canonical_issue_reason": "No single canonical issue cleanly represents this heterogeneous set; the items split into multiple unrelated bugs and docs regressions. If one anchor must be chosen, issue 34928 is the strongest standalone report because it is the most detailed and heavily discussed.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 34928 is the best single issue candidate overall: it has the richest reproduction details, the most discussion, and a concrete distributed-training failure mode. It is still not a representative canonical for the whole mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: missing config attribute vs streaming chat/completions runtime error; same model family but not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different models, backends, and error paths (AMD GPU inference vs MPS histogram op on Int)." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both are hardware/model execution problems, but the affected model, modality, and failure mode are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different code paths and symptoms; autocast dtype mismatch is not the same issue as AMD GPU failure." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different model and different runtime failure; only broad GPU execution context overlaps." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Both mention MoE-ish model execution, but the concrete bugs and failing methods are different." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Distributed ZeRO3 collective mismatch and ONNX export error are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Export-to-ONNX failure vs Qwen3Moe FP8 failure; same broad area only by coincidence." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different models and failure modes; ONNX export is unrelated to auto device mapping cuda assert." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash vs outdated RAG examples; not the same underlying bug or change." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": true, + "reason": "Both are v5 docs cleanup issues about stale removed functionality references; one docs fix could address both." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error and GenerationMixin import error are separate API breakages." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Trainer embedding unpacking bug vs resume/trust_remote_code issue; different code paths." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both are device/mask mismatch style failures, but they affect different models and different forwarding logic." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are tensor-shape related, but one is ZeRO3/BERT empty-indexing and the other is a mask/index shape mismatch; not clearly the same bug." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Different training/resume behaviors and different failure signatures." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both involve shape/index errors, but the BERT ZeRO3 empty tensor path is distinct from the mask/tensor indexing failure." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Different modalities and error causes; mask/index mismatch is not the same as video feature/token mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different subsystems: generic tensor indexing error vs tensor-parallel MoE routing problem." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training trust_remote_code problem is unrelated to the Nemotron example failure." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video chat-template mismatch and resume-training issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3/BERT initialization failure is unrelated to model resume/trust_remote_code behavior." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Processor voice_preset bug and ONNX export failure are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different distributed-training bugs with different trigger conditions and error signatures." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Both report the same DeepSpeed ZeRO-3 + BERT zero-sized parameter/index-0 failure, with only minor wording differences." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross-entropy interception and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/reload inconsistency are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime error and LoRA save/reload mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are training-time tensor shape issues, but they involve different mechanisms (activation checkpointing/FSDP vs indexing/mask mismatch)." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-shape error and collective mismatch are different distributed-training failures." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Both describe the same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug: buffers are not correctly handled when moving from meta/offload to CUDA." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and failure modes; ZeRO3/BERT indexing is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch and custom compute_loss signature breakage are separate trainer issues." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different runtime and model-parallel problems; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures: dtype mismatch in preprocessing vs invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal Gemma/Qwen inputs, but one is reverse embedding lookup and the other is video token/feature mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime failures and hardware contexts." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM attribute error and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both are the same torch 2.4.1 compatibility regression; one report is just more specific about the transformers version." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Different Gemma4 bugs: device placement mismatch vs expensive reverse embedding lookup." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic torch incompatibility and Qwen-3 NVFP4 runtime error are not the same issue." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collectives mismatch and trainer compute_loss signature error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation checkpointing mismatch and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPU inference failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy routing and mask/index shape mismatch are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and missing text encoder weights are different model-loading problems." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention torch/version support, but the concrete breakage and affected runtime paths are different." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative about the cluster being mixed. The canonical-anchor choice for issue 34928 is supported by its high discussion activity and detailed report. The accepted soft pairs are also reasonably conservative: 43596/43638 and 45859/45902 look like true duplicates, and 44509/44512 are both docs-v5 cleanup issues in the same general removal family, so treating them as mergeable is defensible." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 2, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304" + ], + "soft_pairs": [ + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45823|issue:46294", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:44863|issue:46015", + "issue:45812|issue:45920", + "issue:45020|issue:46304", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43854|issue:43866", + "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:41093|issue:41762", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464" + ], + "prepared_review_unit_hash": "fd0d2e3b9304a3492e7d9176bfcc5dd2b8b250fe6fa3c20e1b26e14ef690f4f4", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39729, + "estimated_input_tokens": 9933, + "estimated_eval_tokens": 20122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose similarity cluster around transformers regressions, model-loading failures, and compatibility issues, but the soft pairs are not true duplicates; they describe different models, APIs, or failure modes.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45812 is the broadest representative in this set: it\u2019s a concrete v4\u2192v5 tokenizer regression affecting multiple model families, whereas most other issues are narrower or on different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best overall anchor for the cluster because it has the widest scope and clearest cross-model impact among the issues listed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-related load/runtime problems, but one is a vLLM PaddleOCR-VL load failure and the other is a PyTorch USE_DISTRIBUTED support regression." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both involve DeepSpeed ZeRO-3 index errors, but one is Gemma3 loading and the other is BertModel; different model paths and triggers." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding-window config breakage and Qwen3 auto device map CUDA asserts are different failures in different model families." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "One is a float8 storage/type lookup error; the other is a distributed-build compatibility issue. Different underlying bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "This is docs drift versus a removed CLI command; they are unrelated documentation issues." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both mention device/input handling, but one is Gemma4 PLE device mismatch and the other is Qwen3.5 video token/template mismatch." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS on AMD GPUs and a table-question-answering crash are unrelated failures." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device mismatch are different code paths and symptoms." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy dispatch and Qwen3-vl video StopIteration are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "DeepSeek detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs examples are different issues." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but 45812 is Granite-specific while 45920 spans a different set of model families and wording." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote_code breakage and USE_DISTRIBUTED build support are different compatibility regressions." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Ovis2 checkpoint corruption and NemotronH loading failure are distinct model-specific problems." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and RAG documentation updates are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility is a quantization-library API issue, not the distributed build problem in 46304." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but Gemma3 config missing an attribute and Qwen3-MoE sliding_window behavior are different defects." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors during loading, but one is a mask/tensor shape mismatch and the other is ZeRO-3 init with non-pretrained BertModel." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure and Ovis2 checkpoint corruption are unrelated model issues." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading failure and table QA crash are different tasks and failure modes." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and the PretrainedConfig pydantic field regression are separate versioning problems." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are compatibility regressions, but one is a ZeRO-3 Bert init failure and the other is a torch/transformers version mismatch." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "DeepSeek detokenization and table QA crashes are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper cannot run and the pydantic PretrainedConfig regression are different issues." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash on a large model and the other is a streaming inference API failure on a smaller model." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "A Qwen-3-8B-NVFP4 runtime error and a table QA crash do not share the same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window attribute regression and Gemma4 device-map mismatch are different model-specific bugs." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "A tied lm_head weight bug in Mistral3 and a corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 chat streaming failure and an MPS histogram int-support error are different subsystems and symptoms." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral grouped_mm tracing and MPS histogram int support are unrelated execution-path bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both touch MoE/runtime math, but grouped_mm tracing and autocast dtype mismatch are different concrete failures." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Shape-mask IndexError and Qwen3.5 embedding unpacking with TRL SFT are similar-looking but distinct bugs." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM under v5 and tied-weights translation-model issues are different regressions." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral grouped_mm tracing and GPT-OSS MoE TP-only failure are both MoE-related but not the same code-path bug." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Qwen3.5 streaming inference failure are distinct." + } + ] + }, + "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": 20, + "review_unit_index": 3, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46294", + "issue:46463", + "issue:46489", + "issue:46491" + ], + "soft_pairs": [ + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491", + "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:36331|issue:41762" + ], + "prepared_review_unit_hash": "afe2e254ff63361c6e8ab854757252fcfc57d166bb02bd8e40f63580d0b3f0ec", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36944, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers regression reports. The only clear duplicate chain is the non-persistent-buffer corruption bug around 43644/43950/44534; the rest are mostly broad symptom or model-family similarities, not the same underlying defect.", + "confidence": 0.46, + "canonical_issue_reason": "43644 is the broadest and clearest statement of the non-persistent-buffer regression, and 43950/44534 read like direct rephrasings of that same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best cluster representative because it captures the underlying regression in general terms and anchors the only strong duplicate chain in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different bugs: init_empty_weights/_is_hf_initialized argument handling vs a pydantic config regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated features: gpt-oss GGUF support vs Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Different code paths: Qwen3-MoE sliding_window behavior vs pydantic model validation." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but image-preprocessor dtype mismatch and video token/template mismatch are different bugs." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both mention compatibility, but remote_code breakage and torch/transformers version incompatibility are not the same defect." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: torch dynamo grouped_mm tracing vs missing Float8 storage type." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Related Qwen3.5 video-input symptoms, but the evidence is too broad to call this the same concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are shape/indexing errors, but the reported failure modes and loading contexts differ." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Similar SigLIP2 degradation symptoms, but no clear evidence they are the same underlying issue." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different defects: composite config unwrapping vs uninitialized rotary embedding memory after materialization." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different model/runtime problems: FSDP weight-shape error vs TRL embedding unpacking failure." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Both involve model loading/training, but the failures are on different paths and unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "No concrete overlap beyond broad model-quality complaints." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-code loading, but the cache-path collision and wrong-module-after-save reports are not clearly the same bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization regression and flash-attn fallback gating are different issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they affect different model families and likely different code paths." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8 config failure vs flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttention/linear_attention crash is unrelated to tied-weight handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior is not the same as tied-weights regression." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and a docs typo are not duplicates." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model weight tying." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both concern input validation messages, but the specific validators and model families differ too much to be a confident duplicate." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions; only a broad round-trip symptom is shared." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Unpacking Qwen3.5 embeddings and GraniteMoEHybrid invalid-method calls are different bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Docs typos in different places are not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different tokenizer/runtime failures with no shared code path evident." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Different model/runtime errors." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer junk/corruption regression, just phrased differently." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors are different from the broader text-embedding quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer corruption regression; 43644 is the broader report and 43950 is the same bug in alternate wording." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer keyword-arg mismatch is unrelated to Gemma3 ZeRO-3 loading failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the soft-edge handling is not conservative enough. In particular, several accepted pairs are justified mainly by broad symptom/model-family similarity rather than clear evidence of the same bug or a mergeable single fix (especially issue:43054\u2194issue:43994, and to a lesser extent issue:44479\u2194issue:46294, issue:45632\u2194issue:45698, and issue:45183\u2194issue:46463). The evidence in the packet supports relatedness, but not a confident duplicate verdict for all of those pairs." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 4, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45715", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:46315", + "issue:46489" + ], + "soft_pairs": [ + "issue:43828|issue:44928", + "issue:43872|issue:44589", + "issue:45920|issue:46489", + "issue:43950|issue:45902", + "issue:43866|issue:44403", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:45020|issue:45356" + ], + "prepared_review_unit_hash": "6a5b1d3ee8b3e9774710d673091255d9dcc005a6908b3284e561ac96ff80bf75", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38000, + "estimated_input_tokens": 9500, + "estimated_eval_tokens": 19256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; only the tokenizer v5 regression pair (45920/46489) looks like the same underlying bug. The rest are different model-loading, quantization, memory, or device-placement issues.", + "confidence": 0.71, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole set because it spans many unrelated bugs; the closest umbrella is issue 45920, which covers the broad tokenizer-id regression family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best global representative because it is the broadest open report in the one clear duplicate family here, and it naturally subsumes the narrower DeepSeek-Coder manifestation in 46489.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different bugs: dtype mismatch under autocast vs Flash Attention/3D position_ids causing illegal access/NaNs." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are backend/quantization failures, but the concrete errors and code paths differ." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Same tokenizer regression family in v5: 46489 is a narrower DeepSeek-Coder manifestation of the broader wrong-token-IDs bug in 45920." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both involve loading/materialization, but one is generic non-persistent-buffer corruption and the other is Qwen3_5Moe meta->to_empty uninitialized memory." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption vs. noisy load messages; not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Different problems: SigLIP2 embedding quality vs. tokenization changes across versions." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Related model family, but zero probabilities and degraded embeddings are distinct symptoms with no clear shared code-path." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error reporting vs. missing all_tied_weights_keys on a different model class." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash Attention crash on packed-sequence handling vs. CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different forward-path bug: Gemma4 FSDP2 shared_kv_states KeyError vs. Qwen3_5Moe buffer materialization issue." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA issue vs. int4 quantization memory regression; unrelated failure modes." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 text-embedding quality issue vs. HF/JAX implementation discrepancy; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Tokenizer error-message issue vs. a generic glm-4v-9b loading failure." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Loading noise/warnings vs. inability to load a specific model." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training-with-DeepSpeed weight-shape error vs. early-stopping metric configuration warning." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization regression vs. flash_attn import failure on Python 3.13." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Unnecessary load noise vs. model loading failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient-checkpointing issue vs. Qwen3 MoE memory-usage regression." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code, but one is missing fields in AutoConfig and the other is a broader compatibility regression; not clearly the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different load-time failures on different model/config paths." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram op limitation vs. Gemma4 device-map mismatch; unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only load error vs. a GLM5 issue with no demonstrated shared code path." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Generic loading failure vs. specific missing attribute in Molmo model internals." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Missing model-class import vs. bitsandbytes Int8Params incompatibility." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs. flash-attn fallback gating; different subsystems." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code compatibility breakage vs. Gemma4 device placement bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES add-new-model-like failure vs. remote_code regression; not the same issue." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen3 MoE/LoRA, but one is cross-version model usability and the other is a warning about tie_word_embeddings." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Dtype mismatch under autocast vs. device-map mismatch; different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash vs. flash-attn2 fallback blocking; unrelated." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and don't clearly share the same concrete defect." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in DeepSeek-related models, but the model families and code paths differ and the shared bug is not specific enough." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code regression vs. Kimi-K2.5 tokenizer codec regression; different underlying failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The only soft accept, 45920/46489, is plausibly the same tokenizer regression family and is stated as a soft-edge match rather than a hard duplicate. The rest of the pairs are reasonably rejected as different 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": 20, + "review_unit_index": 5, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43742", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45399", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46515" + ], + "soft_pairs": [ + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43792|issue:44220", + "issue:42947|issue:45923", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44863|issue:46402", + "issue:24643|issue:30064", + "issue:44530|issue:44863", + "issue:43596|issue:46515", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:43950|issue:45834", + "issue:44560|issue:45685" + ], + "prepared_review_unit_hash": "48f6ff24237dedd46430075020f511abe24f256226235c202d112bb530513605", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36674, + "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 heterogeneous, but three duplicate subgroups stand out: the v5 docs/pipeline-removal reports, the `_is_hf_initialized` model-loading regression, and the generic mask-shape mismatch reports. The rest are too model- or subsystem-specific to merge.", + "confidence": 0.82, + "canonical_issue_reason": "No safe cluster-wide canonical: the items split into several unrelated subclusters (docs, tokenizer/loading, DeepSpeed, vision, audio, and model-specific bugs).", + "canonical_pr_reason": "No PRs in the cluster.", + "best_issue_reason": "If a single issue must anchor the closest duplicate subcluster, 44291 is the best choice: it states the `_is_hf_initialized` regression most clearly and directly overlaps with 43872.", + "best_pr_reason": "No PRs in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "Different problems: MobileLLM loading key error vs flash-attn fallback gating; same broad loading theme only." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Both involve loading/state handling, but one is a tied-weight bug in Mistral3 while the other is a non-persistent buffer regression; not the same code-path bug." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: both say v5 docs still reference removed summarization/translation pipeline tasks." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` compatibility bug during model initialization/loading; 44291 is the broader description." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both are training/load failures, but FineGrainedFP8Config on Qwen3MoE is a different issue from the `_is_hf_initialized`/bitsandbytes regression." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Too little evidence that Whisper failing to run is the same root cause as the `_torch_extract_fbank_features()` issue; likely related but not clearly identical." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Different gradient-checkpointing bugs: PEFT LoRA ineffectiveness vs missing supports_gradient_checkpointing on a trust_remote_code variant." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Different DeepSpeed bugs: missing weight conversion for Qwen3 MoE vs gradient averaging with GAS and model_accepts_loss_kwargs." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading issues: Voxtral error messaging vs a concrete tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: Trainer compute_loss signature mismatch vs tensor mask shape mismatch." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Same general ZeRO-3 loading area, but different model variants and symptoms; not enough to say the same concrete bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; only the generic 'can't load' phrasing overlaps." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated bugs: RLHF NaN explosion from position_ids/SDPA fallback vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Near-identical generic mask/index shape-mismatch reports; same underlying index/mask length bug class." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Different video-input regressions affecting different Qwen variants and different failure modes." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer-related problems; one is Voxtral error handling, the other is a model-specific load failure." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading problems, but NemotronH checkpoint loading and Sam3 text-encoder loading are distinct issues." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different bugs: DeepSpeed training weight shape vs image processor void segmentation handling." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different subsystems and symptoms; paged attention cache / linear_attention is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Both mention loading/runtime failures, but ZeRO-3/BertModel index-out-of-bounds and torch 2.4.1 incompatibility are not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different domains: GGUF gpt-oss architecture support vs autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both concern rotary/position-related code, but the reported bugs are different models and different failure mechanisms." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "A specific ZeRO-3/BertModel index error is not the same as a broad torch-version incompatibility report." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but one is an FSDP2 shared_kv_states bug and the other is a device_map device mismatch; different code paths." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen/GGUF issues: architecture support vs a sliding_window problem in Qwen3-MoE." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both affect inference, but AudioFlamingo3 track leakage is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal regressions: Mistral-3 image preprocessor dtype mismatch vs Qwen3-vl video StopIteration." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption during from_pretrained is unrelated to Kosmos2.5 long-ocr index errors." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated failures: Qwen3-vl video StopIteration vs MPS histogram_mps not implemented for Int." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The three accepted duplicate pairs are well supported by the issue titles/bodies: docs v5 pipeline removals, the `_is_hf_initialized` loading regression, and the mask-shape mismatch reports. The rejected pairs are mostly appropriately cautious, and the cluster-wide non-canonical judgment fits the heterogeneous set of issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 6, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43957", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515" + ], + "soft_pairs": [ + "issue:43824|issue:43957", + "issue:44683|issue:46515", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "issue:42915|issue:43957", + "issue:43550|issue:44910", + "issue:44560|issue:44918", + "issue:45812|issue:46489", + "issue:42617|issue:43366", + "issue:45823|issue:46515", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:46459|issue:46512", + "issue:42915|issue:44756", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:42491|issue:45276", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:39692|issue:43994" + ], + "prepared_review_unit_hash": "9b6c195d2fe7197efd014f2e9033e68be100bdf29b01b1ee656d9ec46dd89fb2", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37630, + "estimated_input_tokens": 9408, + "estimated_eval_tokens": 19072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5-era regressions around model loading, initialization, tokenizers, and device/dtype handling. Only a couple of pairs look like true duplicates; most are related only at a broad subsystem level and should stay separate.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43646 is the best cluster anchor because it states the broadest and most central regression theme: Transformers 5.0.0 breaking custom model initialization. It covers the same family of initialization complaints more generally than the more specific notebook or flag-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the strongest representative issue for this cluster: broad, clearly regression-focused, and likely to subsume nearby custom-model initialization reports without being too niche.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Both are loading-related, but one is an import error for a specific Qwen2.5-VL class and the other is a meta-device loading failure across some models; different bugs." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch/version compatibility, but one is a compiled flex_attention failure on torch>=2.9 and the other is a separate torch 2.4.1 incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated problems: GGUF gpt-oss architecture support versus a Float8 storage lookup TypeError." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same custom model initialization regression in Transformers 5.0.0; the notebook-specific report is a narrower manifestation of the broader issue." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: Qwen3Moe FineGrainedFP8Config versus meta-device model loading." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model/code paths: Bamba torch.compile with SDPA versus Qwen3.5 flash-attention illegal-memory-access from packed-sequence misinterpretation." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen models, but one is a video StopIteration error and the other is an input-embedding unpacking failure with TRL; not the same bug." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to be distinct code paths, not one shared bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No overlap beyond general model/runtime failure; 3d_parallel.py execution is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "A Gemma4 device-mismatch forward bug is unrelated to stale config dtype after from_config(dtype=...)." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 loading are unrelated issues." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping validation and Gemma4 device placement are different subsystems and different failure modes." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different errors: Qwen3-vl video StopIteration versus a generic mask/tensor shape mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 regression: both report broken outputs for google/siglip2-base-patch16-224, just with different symptom descriptions." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "The _is_hf_initialized regression and Kosmos2.5 long-OCR index error are not the same code-path bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both mention config validation, but the affected models and failure details differ; not a single duplicate bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero-3 Bert init failure and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "A DeepSpeed ZeRO-3 Bert index error is not the same as the tokenizer-mapping bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping validation and tensor mask shape mismatch are different issues." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map offload loading failure and Strix Halo mmap OOM are separate problems." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same non-persistent-buffer regression in Transformers v5, described with slightly different wording/version framing." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both concern SigLIP2, but one is an inference-output regression and the other is a broken documentation example with mismatched processor/model and quantization issues." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility on hf5.x and BitNet packed-weight handling are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping on A800 and Qwen3Moe FP8 config failure are distinct regressions." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is composite-checkpoint loading ignoring dtype and the other is from_config leaving config.dtype stale." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 loading for language_model and save_pretrained visual-encoder key regression are separate Qwen3.5 issues." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but they affect different Scandinavian BERT models and lack evidence of a single shared underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to notebook custom model initialization." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "The SigLIP2 docs-example failure and the runtime nonsensical-output report are related only by model family, not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster anchor choice is well grounded in the packet: issue 43646 is the broadest custom-model initialization regression, and the accepted soft edges are conservative duplicates with close title-level overlap (43645/43646, 43644/44534, 38175/43994). The rejected pairs are mostly clearly different bugs or at least not supported strongly enough to merge, so the overall summary stays precise and conservative." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 7, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468" + ], + "soft_pairs": [ + "issue:43708|issue:44075", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:44387", + "issue:45488|issue:45812", + "issue:42491|issue:45292", + "issue:44960|issue:46050", + "issue:45362|issue:45406", + "issue:42491|issue:43931", + "issue:45276|issue:45335", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:36010|issue:39404", + "issue:45663|issue:45759", + "issue:44291|issue:44756", + "issue:45663|issue:45859", + "issue:44155|issue:45823", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:45685|issue:46468", + "issue:43854|issue:45216" + ], + "prepared_review_unit_hash": "d4085677a542a03b6c8e5e9f95f33c96275f72c14f8c6cf3a724313d5e4927b3", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37963, + "estimated_input_tokens": 9491, + "estimated_eval_tokens": 19238 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are clearly different bugs or model-specific regressions and should not be merged. The only strong duplicate-looking pair is the resize_token_embeddings/output_embeddings regression between 45276 and 45292, with 45292 as the better canonical report.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45292 is the cleanest canonical issue: it states the underlying resize_token_embeddings/output_embeddings bug in a generic way, while 45276 looks like a Gemma4-specific manifestation of the same symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best representative issue for this cluster because it is broad, concise, and directly describes the core regression without extra model-specific noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different subsystems: trainer checkpoint resumption/max_steps vs optimizer SGD argument handling." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training memory usage and the other is quantization/offloading behavior; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash load test issue vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion is unrelated to GLM-4.7-Flash loading in unit tests." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory, but one is training memory inefficiency and the other is int4 quantization reserved-memory OOM; not the same concrete bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and appear to have different root causes." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA qwen3_moe compatibility on hf5.x is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 model loading and sinq quantized save/load corruption are different problems." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated model/runtime failures." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different failure modes and models; one is MoE LoRA compatibility, the other is checkpoint shape mismatch on Qwen3-VL." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar resize_token_embeddings symptom, but different model families and likely separate implementations; not enough evidence of one underlying bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention failures with different triggers: packed-sequence misinterpretation vs s_aux=None AttributeError." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to init_empty_weights/_is_hf_initialized constructor breakage." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern lm_head tying, but they are different model classes and not clearly the same code-path bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-mapping cuda assert is unrelated to AudioFlamingo3 batched inference token leakage." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility is unrelated to meta-device model loading breakage." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and a separate model-loading failure are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to GLM5 loading." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is unrelated to the apex FusedRMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is offloading/quantization behavior and the other is int4 reserved-memory growth causing OOM." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are different issues." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention KeyError and Qwen multimodal config unwrapping are different model/config bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling and disabling mmap on Strix Halo are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError is unrelated to Qwen3.5 MoE CPU-offload incompatibility." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage is unrelated to Gemma4 device mismatch under device_map=auto." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 running error and git-oss-20b MXFP4 fallback are different quantization/model issues." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different OOM causes: int4 quantization reserved memory vs mmap on Strix Halo." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Gemma4 FSDP2 attention state handling." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing ineffective with PEFT LoRA is not the same as checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same resize_token_embeddings regression; 45276 is a Gemma4-specific report while 45292 states the general output_embeddings failure more cleanly." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both mention Nemotron, but one is a checkpoint-loading implementation bug and the other is an official example failure; not enough evidence they are the same concrete defect." + }, + { + "left": "issue:45685", + "right": "issue:46468", + "accept": false, + "reason": "MPS histogram_mps type error is unrelated to the Nemotron example issue." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "GLM-4.7-Flash loading in tests and Qwen3.5 save_pretrained regression are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the only accepted soft-edge pair (45276/45292) is supported by very strong title similarity while remaining reasonably conservative. The other soft-edge rejections are cautious and do not overstate equivalence. No mergeability issues apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 8, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491" + ], + "soft_pairs": [ + "issue:42796|issue:46326", + "issue:44164|issue:44756", + "issue:43381|issue:44928", + "issue:44479|issue:44877", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:46315|issue:46491", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:45812|issue:46315", + "issue:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:39404|issue:44912", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43425|issue:44918", + "issue:43906|issue:46326", + "issue:46050|issue:46326", + "issue:43994|issue:44079", + "issue:43299|issue:43931" + ], + "prepared_review_unit_hash": "60221d58b6508d8fa7aab7775a156fe354fe1dd81b73b91960702400c88f1a04", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36785, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of separate regressions, not one tight duplicate set. The strongest linkage is the `resize_token_embeddings` pair (`45292`/`45335`), which looks like the best-supported likely same-bug manifestation, but the packet does not explicitly prove duplication.", + "confidence": 0.69, + "canonical_issue_reason": "`issue:45292` is the best canonical issue because it states the generic `resize_token_embeddings`/output-embedding failure in the broadest form, while `issue:45335` reads as a model-specific report of the same behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the strongest anchor for the cluster: it captures the underlying `resize_token_embeddings` bug generically and is the most reusable representative for deduping.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer bugs: BPE marker handling vs `continue_final_message` behavior." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated failures: save/load extra-state handling vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Different code paths and symptoms: eval-mode gradient checkpointing vs RLHF NaN from 3D `position_ids`/SDPA fallback." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems and failures: Qwen VL video regression vs strict config loading for `granite_speech`." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both concern custom-model save/load, but the concrete bugs differ: permissions propagation vs loading the wrong custom module." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different code paths: flash-attention sinkless-model crash vs Gemma4 FSDP2 shared-state rebuild issue." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init in notebooks is unrelated to the trainer `resume_from_checkpoint` batch-size/max_steps bug." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Strong title and symptom match: both report `resize_token_embeddings` failing to update embeddings, with `45335` appearing to be a `t5gemma`-specific manifestation of the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook-defined custom-model init and `extra_state` save/load handling are separate failures." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype/device mismatch reports, but they affect different workflows and code paths." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a performance issue and the other is an encode/decode spacing bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size inconsistency and generic model-loading failure are not shown to be the same defect." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is unrelated to a specific autocast dtype mismatch." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is unrelated to slow `convert_tokens_to_ids` behavior." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing Float8 storage object and Strix Halo mmap/OOM are unrelated failures." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled `flex_attention` on torch>=2.9 and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression is unrelated to tokenization-version changes." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both involve Transformers 5 custom-model loading, but they target different concrete failures." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility is unrelated to a Gemma4 forward device mismatch." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility is unrelated to a Mistral-3 dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: Qwen3.5 PagedAttentionCache crash vs compile error on non-template nodes." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The repro-to-upstream link is too indirect; the titles point to different concrete failures." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export.export`/`torch_compilable_check` failure is unrelated to the Perceiver interpolation failure." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "VL video-input regression is unrelated to a generic mask-shape `IndexError`." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language-return regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to compile-time non-template-node errors." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs mismatches, but they cover different APIs and removed tasks." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility is unrelated to Qwen3.5 SFT embedding unpacking." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "One is an isolated repro of a prior issue; the other is a tokenizer continuation bug." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized model save/load breakage is unrelated to tokenizer `continue_final_message` behavior." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 pipeline outputs and `ModelOutput` key assignment are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but the reports do not show the same concrete defect." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it overstates the evidence for the 45292/45335 pair by calling it a \u201cconfirmed duplicate\u201d / \u201csame underlying bug.\u201d The packet does not explicitly confirm duplication; it only shows strong title similarity and one high-jaccard soft pair. Please soften that language to something like \u201cbest-supported likely duplicate pair\u201d or \u201cmost probable same-bug manifestation.\u201d" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 9, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:43596|issue:44683", + "issue:44164|issue:45759", + "issue:44991|issue:45081", + "issue:43856|issue:44756", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:44164|issue:44479", + "issue:39404|issue:44671", + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:44661|issue:44683", + "issue:44737|issue:45859", + "issue:43611|issue:43644", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:40990|issue:43421", + "issue:36032|issue:42915", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:44451|issue:44987", + "issue:42175|issue:46178", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:40444|issue:46326", + "issue:43644|issue:43646", + "issue:44206|issue:44220" + ], + "prepared_review_unit_hash": "c7fe422564f1dbc44e4fba4b20c4ebbd4f6789498d5209a90dd8c7ec13927056", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37016, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the items are mostly unrelated issue reports across different regressions, models, and code paths. The soft edges are broad thematic similarities only, not the same underlying bug.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is safe for this set; the issues span distinct bugs and subsystems, so picking one representative would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue candidate stands out as a global representative because the cluster is heterogeneous rather than a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is a T5 tokenizer method conflict and the other is gguf loading behavior; different failure modes and fixes." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is incorrect masked-LM predictions in v5 and the other is loading a specific tokenizer; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Completely different code paths: DeepSpeed ZeRO-3/BertModel initialization vs compiled flex_attention on newer torch." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and AutoModelForCausalLM.from_config text_config unwrapping are separate serialization/config issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both affect tokenizer loading, but one is a generic tokenizer load regression and the other is a Mistral regex patch crash; different root causes." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Memory usage in Qwen3 MoE training is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both mention tokenizer loading, but one ignores tokenizer.json while the other is a DeepSeek-Coder output regression tied to a previous fix gap." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE marker handling and lm_head weight tying in Mistral3 are distinct problems." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state save/load issues are unrelated to the Qwen2.5/Qwen3.x video-input regression." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language/pipeline behavior is unrelated to CamemBERT masked-LM prediction drift." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both concern tokenizer loading, but one is a specific model failing to load and the other is a Mistral regex patch attribute error." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-specific loading failures; no evidence they stem from the same underlying tokenizer bug." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Add-new-model-like mapping logic is unrelated to compiled flex_attention failures on torch >= 2.9." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU placement bug and Qwen3_5Moe CPU offload incompatibility are separate device-handling issues in different models." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but base_model_prefix loading breaks and non-persistent buffer junk are different internal bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated subsystems." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage do not share a concrete code path." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3Model text encoder weight loading are separate model-architecture regressions." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor/model dtype mismatch is unrelated to template compilation errors." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same bug as runtime special-token post-processor updates in TokenizersBackend." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are different model/tokenizer issues." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code AutoConfig field loss is unrelated to PagedAttentionCache's linear_attention group-type crash." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable multi-image finetuning failures are separate training concerns." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Loading a specific tokenizer repository and transformers>=5.1.0 loading a different model are not the same failure." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both mention TensorFlow backend availability, but one is a packaging extra omission and the other is an invalid BACKENDS_MAPPING backend error." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling and empty transcription after align_special_tokens are related only by model area, not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and template-node compilation error are unrelated runtime/compiler issues." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache group-type crash are distinct model/runtime bugs." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Qwen2.5-VL multi-image finetuning and mistral_common continue_final_message behavior are different multimodal/tokenizer issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk on load and custom model initialization breakage are separate v5 regressions." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported center arg in LastFeatureExtractor and _torch_extract_fbank_features issues are related to audio preprocessing broadly, but the concrete bugs differ." + } + ] + }, + "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": 20, + "review_unit_index": 10, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46315", + "issue:46326" + ], + "soft_pairs": [ + "issue:43883|issue:44488", + "issue:43452|issue:43482", + "issue:36032|issue:43645", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:44849|issue:45325", + "issue:44987|issue:44991", + "issue:44464|issue:45987", + "issue:43746|issue:46326", + "issue:43262|issue:43377", + "issue:43645|issue:44534", + "issue:43646|issue:44534", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:43322|issue:43540", + "issue:28530|issue:34567", + "issue:43089|issue:45987", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44265|issue:44610", + "issue:42915|issue:44291", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:44220|issue:44683", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:36032|issue:41720" + ], + "prepared_review_unit_hash": "4a84ad2ad2e36d81f7ed7fbfaa82370900699e3b7216c3db0ab012c7d11db102", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37162, + "estimated_input_tokens": 9291, + "estimated_eval_tokens": 18838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly semantically similar bug reports about loading, generation, tokenizer, or multimodal regressions, but the pairwise evidence is too broad and model-specific to treat any soft edge as a true duplicate. I found no pair that clearly shares the same concrete underlying bug or fix path.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 43452 is the most general API-level loading regression in the set (gguf_file/from_pretrained breakage) and is the closest thing to a representative anchor, though the cluster is too heterogeneous for a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43452 is the best representative issue because it targets a broad, user-facing load-path regression rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different failures: missing `all_tied_weights_keys` vs inability to load a specific model." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic `gguf_file` API break and the other is a model-specific Qwen2.5-GGUF failure." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer `add_special_tokens` conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Different load paths: dequantized model offload vs GGUF model loading." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different problems and code paths; no shared concrete bug is evident." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states behavior is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but they affect different artifacts and likely different tokenizer/model code paths." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Compiled chunked generation inconsistency is not the same bug as `StaticCache.get_seq_length()` returning a tensor." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters is unrelated to `continue_final_message` for mistral_common tokenizers." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask batching are different bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom-model initialization regressions do not match non-persistent buffer corruption." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init breakage is not the same issue as junk-filled buffers." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model families and failure modes; only the broad theme of loading regressions overlaps." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is about missing tying and the other about serialization varying by device." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise/verbosity is unrelated to a tokenizer regex crash." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "CUDA assert on auto device mapping is unrelated to a template-node compilation TypeError." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different vision-model bugs: bad outputs from AutoModel/pipeline vs wrong processor image size." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding-mask issue is unrelated to DAC STE mismatch." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal, but a Llava Next segfault and Qwen3OmniMoe video ValueError are different bugs." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Training early-stopping metric selection and `num_input_tokens_seen` updating are unrelated." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is not the same as the cache sequence-length contract bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for ScandiBERT is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different loading failures with different root causes and code paths." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export exportability and processor image-size mismatch are separate issues." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "CUDA device-mapping failure is unrelated to the unexpected `_is_hf_initialized` init_empty_weights argument." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Related Qwen3.5 save_pretrained regressions, but one is general checkpoint correctness and the other is specifically visual-encoder keys; not clearly the same bug." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure and convert_tokens_to_ids performance regression are different issues." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Fbank feature extraction and compiled flex_attention failures are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer method conflict is unrelated to a KeyError loading MobileLLM-125M." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken constructor argument collision is not the same as a model loading failure." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "CUDA assert on A800 is unrelated to missing Float8 storage type resolution." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "A video-input regression and still-image temporal position-id scaling are different Qwen bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading conflict and auto device-mapping CUDA assert do not share the same bug path." + } + ] + }, + "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": 20, + "review_unit_index": 11, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43746", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:43632|issue:44756", + "issue:43531|issue:44877", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:43296|issue:43531", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:43632|issue:44534", + "issue:43381|issue:45923", + "issue:44079|issue:45663", + "issue:43421|issue:44568", + "issue:44291|issue:44589", + "issue:41553|issue:43582", + "issue:35707|issue:40444", + "issue:43482|issue:45538", + "issue:43482|issue:43525", + "issue:44829|issue:45479", + "issue:43317|issue:43856", + "issue:42175|issue:45542", + "issue:43818|issue:46402", + "issue:44462|issue:45812", + "issue:43818|issue:45357", + "issue:44079|issue:44534", + "issue:43531|issue:44291", + "issue:43377|issue:45491", + "issue:41720|issue:45081" + ], + "prepared_review_unit_hash": "dbfd382754950f904c101469b88d5bdbed2a9a84e59f78de494570a26c7279bb", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37140, + "estimated_input_tokens": 9285, + "estimated_eval_tokens": 18826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and tokenizer/model-loading issues. I found one clear duplicate pair around the missing TensorFlow backend when installing `.[torch]`; the rest should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45542 is the clearest representative of the duplicate TensorFlow-backend failure: it states the user-visible error directly, while 42175 is the same bug from the packaging/install angle.", + "canonical_pr_reason": null, + "best_issue_reason": "45542 is the most precise and actionable anchor for the shared TF-backend bug, with a clearer failure description than the sibling report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: `_is_hf_initialized` loading regression vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different code paths: Qwen3-MoE sliding-window issue vs strict config loading for granite_speech." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT local-checkpoint loading are unrelated failures." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is multi-image finetuning failure and the other is rope-index scaling; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: `base_model_prefix` loading vs non-persistent buffer initialization." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and noisy model-loading output are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding-window behavior are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error do not describe the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and `batch_decode` special-token handling are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both mention Qwen vision models, but one is multi-GPU training and the other is iterable-dataset multi-image finetuning." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary loading noise and tokenizer loading failure for EMBEDDIA/est-roberta are distinct issues." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Same broad Transformers v5 area, but different concrete defects and code paths." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode checkpointing guard and missing `supports_gradient_checkpointing` flag are related in theme only, not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 attention state rebuilding are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and mdeberta BOS/EOS insertion are different tokenizer bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`_is_hf_initialized` init-empty-weights regression and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad tokenizer error messaging and AppleSilicon allocator TypeError are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` is unrelated to multi-image finetuning failures." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading regression and CLIPTokenizer max-length handling are different bugs." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing `pad_token_id` on Llama4Config are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect training, but flash-attention-3 degeneration and single-label zero-loss behavior have different causes." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map offload failure and MoE memory inefficiency are not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Same missing-TensorFlow backend bug: both describe the undefined tf-backend failure after installing the torch-only extra." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing defect and Sam3Model text-encoder loading are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring `tokenizer.json` and wrong Granite token IDs are different tokenizer regressions." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and failures: Video-LLaVA vision tower vs Qwen3.5 visual-encoder key saving." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and `_is_hf_initialized` TypeError are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask batching mismatch and Gemma3 mixed-length NaNs are different bugs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and Mistral regex patch AttributeError are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted pair, issue:42175 and issue:45542, is a plausible duplicate around the missing TensorFlow backend in the torch-only install path. The other soft-edge rejections are also sufficiently cautious given the issue titles available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 12, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:46209", + "issue:46305", + "issue:46315" + ], + "soft_pairs": [ + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:44265|issue:45072", + "issue:43611|issue:43646", + "issue:43749|issue:44079", + "issue:45325|issue:45381", + "issue:42796|issue:45381", + "issue:43994|issue:44898", + "issue:42175|issue:43296", + "issue:43792|issue:43957", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:43632|issue:45072", + "issue:42915|issue:43482", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:44291|issue:44877", + "issue:43873|issue:45701", + "issue:43296|issue:45800", + "issue:43606|issue:44265", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:42796|issue:46209", + "issue:34634|issue:35707", + "issue:43881|issue:44488", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:39692|issue:40444", + "issue:41720|issue:45823", + "issue:46305|issue:46315" + ], + "prepared_review_unit_hash": "d51f462685710c5121c71f39eafb2019ba7c7a3aa76fb51fd6dc95be750759aa", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37192, + "estimated_input_tokens": 9298, + "estimated_eval_tokens": 18852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity bucket, not a true duplicate set. Most pairs share only a broad subsystem or version-regression theme, but describe different concrete failures and code paths. If forced to pick a canonical issue, issue:43611 is the broadest v5-loading regression, though the overall cluster is heterogeneous.", + "confidence": 0.31, + "canonical_issue_reason": "issue:43611 is the broadest and most umbrella-like report in the set: it describes a general Transformers v5 loading regression around `base_model_prefix`, which is closer to several other v5-init/load breakages than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best representative of the cluster because it is the most general model-loading regression among the issues; the rest are narrower, model-specific, or unrelated symptoms.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL/video-image handling, but one is a finetuning + IterableDataset multi-image failure and the other is a video position-id regression; different failure modes." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "One is a v5 serialization/tied-weights regression, the other is ModelOutput key assignment when a field was previously None; not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Both touch export/compile-related behavior, but one is `torch.export.export` with `torch_compilable_check` and the other is bfloat16 dtype mismatches in specific models." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but `base_model_prefix` loading and custom model initialization are distinct code paths and symptoms." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated; only very broad Transformer internals overlap." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL RoPE/position IDs, but one is still-image temporal scaling and the other is video vision_position_ids; related area, different bug." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are unrelated issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are Perceiver/SigLIP-ish vision reports, but one is nonsense outputs from model/pipeline mismatch and the other is non-default-resolution inference failure." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading in vLLM are unrelated; different packages and failure types." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper loading/runtime failure and meta-device loading regressions are not the same concrete bug." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both mention sequence/position issues, but Qwen2.5-VL RoPE scaling and Kosmos2.5 OCR index errors are different models and code paths." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision lm_head tying failure and inconsistent lm_head.weight serialization are related to tied weights, but one is a model config bug and the other is device-dependent serialization behavior." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` flag breakage and export dtype mismatches are different regressions, even if both involve v5 compatibility." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated model/load paths." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch during resume and Qwen2.5-VL RoPE scaling are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal/device-regression reports, but one is a video-input regression for Qwen models and the other is a Gemma4 PLE device-map forward mismatch." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument in init-empty-weights loading and strict config blocking granite_speech loading are different loading failures." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and tokenization-version changes are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM and torch/transformers incompatibility are different compatibility issues." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and torch.export failures are different problems." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS and Whisper empty-transcription generation failure are unrelated model behaviors." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and inputs_embeds/past_key_values progressive generation are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert loading failure are distinct model-specific loading bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen3 auto-device-map cuda assert are different failures." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/truncation crash and torch.export compilation failure are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision tied lm_head bug and Bamba torch.compile SDPA failure are different model/runtime issues." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU-offload device mismatch and DAC.from_latents mismatch are unrelated audio-model bugs." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/example errors and Qwen2.5-VL multi-image finetuning failure are different problems." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3 cuda assert under auto device mapping and Gemma4 PLE device mismatch are unrelated model/device-map regressions." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming mask off-by-one and tokenizer slow-path performance regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 13, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43572", + "issue:43577", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46402" + ], + "soft_pairs": [ + "issue:44568|issue:45920", + "issue:42796|issue:44977", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43317|issue:43873", + "issue:43257|issue:45923", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43322|issue:46050", + "issue:43454|issue:43720", + "issue:43572|issue:45759", + "issue:41720|issue:43322", + "issue:43749|issue:44534", + "issue:43526|issue:43883", + "issue:42617|issue:42915", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:43881|issue:44991", + "issue:26413|issue:28530", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:36331|issue:42617", + "issue:44186|issue:45072", + "issue:43450|issue:45701", + "issue:36331|issue:42915", + "issue:43065|issue:46402", + "issue:44877|issue:44991", + "issue:43873|issue:44756", + "issue:43404|issue:45357", + "issue:44008|issue:45823", + "issue:43577|issue:43708" + ], + "prepared_review_unit_hash": "7d594088e5d5c9af11751fa1f5748009b5d0ee57df7d66f4f7daf59a2b51c832", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37150, + "estimated_input_tokens": 9288, + "estimated_eval_tokens": 18832 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous: the soft pairs overlap on broad areas like tokenization, loading, quantization, or serialization, but they do not describe the same concrete bug/change. I would not merge any of the soft pairs.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45701 is the broadest umbrella report in the tokenization-regression subgroup, but the cluster overall is too mixed for a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest concrete regression report among the tokenization-related items because it names multiple affected model families and has clearer reproduction detail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Related tokenization symptoms, but one is about add_special_tokens/BOS-EOS behavior and the other is a broader wrong-token-ids regression across models." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Different bugs: BPE marker handling in a tokenizer versus flash-attention generation failure in Qwen3.5." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different code paths and failures: MIMI padding-mask batching bug versus OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different model issues: lm_head tying bug versus dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offload/quantization broadly, but the concrete failures differ: dequantized loading on cpu/gpu offload versus generic quantization offloading not working." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated changes: Qwen3 MoE weight conversion under accelerate/deepspeed versus a missing gradient-checkpointing flag." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different components and symptoms: MIMI batching/padding mask bug versus Perceiver interpolation at non-default resolution." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "No shared concrete bug: perplexity regression on a model/dataset versus gradient checkpointing being ineffective with PEFT LoRA." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Loading crash versus save/load quantization corruption; these are different failure modes and code paths." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different underlying problems: tied lm_head weights versus packed BitNet weights not being unpacked." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Different config/model-loading bugs: missing pad_token_idx versus not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different failures and models: Qwen3 auto device-map assert versus Llava Next load-time segmentation fault." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Generic memory/loading regression versus non-persistent buffers being filled with junk; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different subsystems entirely: image label reduction bug versus missing all_tied_weights_keys on a causal LM." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "No concrete overlap beyond general failure to run: a 3d_parallel.py execution issue versus a Qwen3 MoE FP8 config failure." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention saving/weights, but one is lm_head serialization tied to device while the other is incorrect visual-encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3 issues: device-mapping crash versus flash-attention generation correctness." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different artifacts and bugs: glm-4v model loading failure versus tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure is unrelated to early-stopping metric lookup/disable logic." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is int4 CUDA reserved-memory/OOM and the other is a T5 RMSNorm memory leak." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "One is a model perplexity issue and the other is a tokenizer-version regression; not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Compute_loss keyword-argument incompatibility is unrelated to the 3d_parallel.py run failure." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/truncation crash versus dtype mismatch in inference; no shared code-path bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor shape bug is unrelated to tokenizer behavior changes." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API signature mismatch is unrelated to Qwen3 MoE FP8 loading failure." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family but different components: dummy Conv2d in a pixel decoder versus missing text-encoder weight loading." + }, + { + "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:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/offload themed, but one concerns quantization offloading and the other mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different issues with weights: lm_head tying versus incorrect visual-encoder keys in save_pretrained." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma problems: variable-name collision in forward versus device mismatch during forward." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different bugs: dtype propagation in Blip2 loading versus resume_from_checkpoint max_steps miscalculation." + } + ] + }, + "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": 20, + "review_unit_index": 14, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:46291" + ], + "soft_pairs": [ + "issue:43550|issue:43720", + "issue:41720|issue:42617", + "issue:44423|issue:45406", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43295|issue:45701", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:45632|issue:45684", + "issue:36010|issue:42617", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:28530|issue:33666", + "issue:43526|issue:43881", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:42915|issue:43322", + "issue:36331|issue:41720", + "issue:43316|issue:44913", + "issue:29159|issue:36032", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:43388|issue:45059", + "issue:43550|issue:43653", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:43873|issue:45704", + "issue:44387|issue:45701", + "issue:41720|issue:43746", + "issue:45406|issue:45464" + ], + "prepared_review_unit_hash": "20abdc73295695682e4cb0e5b8b28a42232a7f3198036cf43516540db99bc9f2", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37234, + "estimated_input_tokens": 9309, + "estimated_eval_tokens": 18874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the soft-similarity pairs do not look like true duplicates. Most items are separate model-, tokenizer-, processor-, loading-, or serving-specific bugs across different code paths.", + "confidence": 0.83, + "canonical_issue_reason": "issue:43873 is the best umbrella candidate because it is broad, still open, and matches the recurring offload/quantization/device-mapping failure theme seen in several nearby reports.", + "canonical_pr_reason": null, + "best_issue_reason": "As a canonical issue, issue:43873 is the most useful consolidation point for related offloading/quantization regressions, even though the cluster overall is not a tight duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different concrete failures: torch.compile/SDPA on Bamba vs packed-weight unpacking during accelerate loading on BitNet." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated symptoms and code paths: Qwen3 device-map crash vs failure to run 3d_parallel.py." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serving/multimodal crashes, but the models and root errors differ ('str'.to vs missing _tokenizer)." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and bugs: processor size mismatch vs interpolate_pos_encoding failure." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer/NER padding crash is not the same bug as an image processor producing the wrong resolution." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention version/regression effects, but one is processor/tokenizer API breakage and the other is tokenization behavior changes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: torch.compile with SDPA vs CPU offload device mismatch." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are quantization/offload-adjacent, but one is FineGrainedFP8Config and the other is dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision and read-only permission propagation are distinct save/load issues." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to a script execution failure." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different multi-GPU/device-parallel problems affecting different model setups." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Incorrect masked LM outputs and recurrent-state reset are separate model-behavior bugs." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to StableLmConfig pad_token_idx regression." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FP8 quantization failure is not the same as importing pipelines with a kernels version/revision requirement." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early-stopping metric resolution is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v loading failure are different code paths." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but the models and failure modes differ too much to be duplicates." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input processing error and weight_only from_pretrained load error are not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config and Llava Next segmentation fault are separate model-loading problems." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer API keyword mismatch is unrelated to a CUDA assert in auto device mapping." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload regression are different config issues." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency is not the same as the T5 add_special_tokens AttributeError." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping/metric selection is unrelated to image processor failure on void segmentation maps." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error on a CLIP model and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Gather-for-metrics label truncation and SAM3 PCS text/box behavior are different evaluation vs inference bugs." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token registration bug are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void-segmentation-map processing and BarkProcessor voice_preset are separate processor bugs." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve offloading, but one is a device mismatch and the other is missing unpacking of packed weights." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and an apex FusedRMSNorm memory leak are different problems." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 OOM from increased CUDA reserved memory is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA assert and PEFT-adapter local checkpoint loading are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failure are distinct serving 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": 20, + "review_unit_index": 15, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "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:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46402", + "issue:46463" + ], + "soft_pairs": [ + "issue:45357|issue:46402", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:42490|issue:43329", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:44898|issue:45072", + "issue:44077|issue:44625", + "issue:45759|issue:45859", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:45588|issue:45759", + "issue:44987|issue:45042", + "issue:43421|issue:43927", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:43782|issue:45381", + "issue:43746|issue:46050", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:46032|issue:46463", + "issue:43421|issue:43653", + "issue:45704|issue:45859", + "issue:41720|issue:45704" + ], + "prepared_review_unit_hash": "ed92bb3c917d2600c10d6acd7563f2de77f0c977fee8cdd4a2ae5ca800b471f2", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37021, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair looks like a true duplicate: the two Qwen2_5_VLProcessor.apply_chat_template crash reports. The rest are either same subsystem at a very broad level or clearly different bugs/features.", + "confidence": 0.93, + "canonical_issue_reason": "issue:44545 is the best issue candidate because it is the same crash report as 44514 (identical title and symptom: batched apply_chat_template with padding=False) and appears to be the more central duplicate target with more inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest issue overall in this set because it most clearly represents a concrete, reproducible bug and is the only pair here that is effectively the same underlying failure as its counterpart.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different failure modes: Qwen3.5 visual encoder save_pretrained key regression vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is a typo and the other is outdated pipeline-task docs; not the same underlying issue." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen, but one is a sliding_window bug in Qwen3-MoE and the other is from_config/text_config handling for composite multimodal configs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Completely different bugs: Bark CPU-offload device mismatch vs BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Unrelated tokenizer/path warning versus a multimodal token-counting video-branch NameError." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token accounting and progressive generation with inputs_embeds/past_key_values are different code paths." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device map cuda assert are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model/tokenizer loading regressions, but they affect different models and likely different tokenizer paths." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window Qwen3-MoE bug is unrelated to the Float8 storage TypeError." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact bug report: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and degenerate zero-loss classification behavior are distinct problems." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: Perceiver resize/interpolation vs dtype mismatch in inference." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is from_pretrained/config unwrapping and the other is CPU-offload rotary embedding incompatibility." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a warning about tie_word_embeddings during LoRA fine-tuning; the other is a save_pretrained visual-key regression." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict is a different root cause than the ScandiBERT load failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention s_aux handling and Qwen config unwrapping are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different issues: loading a specific model vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer post-processor refresh on special-token edits is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve docs/model setup mismatches, but they concern different models and failures." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: TRL SFT unpacking bug vs evaluate-after-train issue." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and ZeRO-3 gradient growth are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL bugs: weight_only load failure vs wrong video vision_position_ids." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT checkpoint loading and sinq save/load quantization breakage are different serialization problems." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both touch HF_HUB_OFFLINE behavior, but one is a general cache load failure and the other is a specific model_info call in _patch_mistral_regex." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "T5/apex RMSNorm memory leak and missing supports_gradient_checkpointing flag are unrelated." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 use_cache correctness bug and T5 decoder error-message bug are not the same issue." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Tokenizer runtime special-token updates and BigBird mask-token decode output are different bugs." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different issues in different model paths: T5 RMSNorm leak vs Qwen3.5 MoE CPU-offload incompatibility." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping assert and T5 apex RMSNorm leak are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is well grounded in the packet. The 44514/44545 pair is the only clearly exact duplicate by title and symptom, and choosing 44545 as the canonical issue is conservative given its higher inbound references. The remaining soft-edge rejections stay appropriately cautious and do not overstate identity across distinct models, symptoms, or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 16, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45479", + "issue:45663", + "issue:45685", + "issue:45834", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46294" + ], + "soft_pairs": [ + "issue:43531|issue:43645", + "issue:45663|issue:45923", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43746|issue:43873", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43596|issue:44220", + "issue:45356|issue:45907", + "issue:43540|issue:46294", + "issue:30064|issue:36010", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:44062|issue:44488", + "issue:43550|issue:43819", + "issue:43540|issue:44008", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:45183|issue:45479", + "issue:43531|issue:43643", + "issue:43322|issue:45685", + "issue:43335|issue:43756", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:43716|issue:44008", + "issue:43388|issue:46032", + "issue:30064|issue:36331" + ], + "prepared_review_unit_hash": "03c3148da6df7d0476bd635db8a55ee9d3c9d4a68df1ca8c467a407c6331236e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 37021, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports spanning different models, tokenizer paths, training/runtime bugs, and doc regressions. None of the soft pairs look like the same underlying bug, though 44843 and 45081 are the closest because they touch the same mistral-regex codepath but describe different failures.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 44843 is the clearest representative: it has a specific, actionable regression in a named codepath (_patch_mistral_regex), a concrete offline-mode failure, and a well-scoped repro.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the best overall anchor because it is self-contained, clearly diagnosed, and easier to triage than the more model-specific or ambiguous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Different bugs: a Qwen3-MoE sliding_window issue vs a Jupyter custom-model initialization regression." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated root causes: FSDP shared_kv_states rebuild bug vs a missing supports_gradient_checkpointing flag in a trust_remote_code model." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer subsystems and failures: runtime post-processor updates vs LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and symptom classes: SigLIP2 AutoModel/pipeline behavior vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different issues: local PEFT checkpoint loading for GraniteSpeech vs quantization/offloading behavior." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex handling, but the failures differ: backend_tokenizer AttributeError vs codec handling/warning regression for Kimi-K2.5." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc/example errors for SigLIP2 are unrelated to quantization offloading behavior." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different codepaths entirely: DeepSpeed ZeRO3/BertModel indexing vs audio fbank feature extraction." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression vs Hub API forwarding bug; no shared underlying change." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-related, but they affect different models and different stages of processing/chat templating." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation map processing vs an import failure for GenerationMixin are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different model internals: packed-weight loading in BitNet vs DAC STE mismatch between from_latents and forward." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet accelerate-loading/unpacked-weights bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs add-new-model-like failing inside TOKENIZER_MAPPING_NAMES; different layers." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is not the same as RTDetrV2 differing outputs in v5." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs long OCR input index error; different model paths and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba-9B-v2 is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument collision is unrelated to sleng-bert model loading failures." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different failure modes and components: SDPA compile bug vs DAC latent reconstruction mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal, but the root causes differ: Qwen3OmniMoe video-input validation vs Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/batching is unrelated to Perceiver image-classification interpolation failures." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC STE behavior are unrelated bugs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging vs a single-label classification zero-loss regression; different underlying logic." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to AutoConfig trust_remote_code missing fields." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next loading segfault and an MPS histogram op limitation are completely different issues." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer drop are distinct configuration/model-architecture bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same mistral-regex area, but different bugs: offline model_info() call vs backend_tokenizer AttributeError with fix_mistral_regex=True." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "AutoConfig missing fields under trust_remote_code is not the same as strict config blocking granite_speech loading." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and Gemma3n audio_mel_mask AttributeError are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "gather_for_metrics last-batch label truncation is unrelated to Mamba2Mixer use_cache correctness." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing and CustomTrainer.compute_loss signature mismatch are unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 17, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43421", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43950", + "issue:43994", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512" + ], + "soft_pairs": [ + "issue:41720|issue:44991", + "issue:43950|issue:45987", + "issue:44448|issue:44671", + "issue:44821|issue:45084", + "issue:43582|issue:46512", + "issue:39692|issue:45834", + "issue:43421|issue:44811", + "issue:43540|issue:45381", + "issue:45584|issue:45834", + "issue:43644|issue:43749", + "issue:44186|issue:44442", + "issue:43782|issue:44977", + "issue:43577|issue:43818", + "issue:43606|issue:45072", + "issue:46294|issue:46463", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:44485|issue:44509", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:45987|issue:46192", + "issue:44561|issue:45020", + "issue:44991|issue:46291", + "issue:43577|issue:43582", + "issue:28218|issue:29159", + "issue:44610|issue:45072", + "issue:43720|issue:45072", + "issue:44671|issue:45701", + "issue:43825|issue:43827" + ], + "prepared_review_unit_hash": "6ef9bfbb1b4031785acb17d985dbf40cba72110b2de8152dac4d031bfd496717", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36400, + "estimated_input_tokens": 9100, + "estimated_eval_tokens": 18456 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous issue bucket with only loose semantic similarity; the soft pairs mostly span different models, subsystems, or root causes, so nearly all are false positives. No pull requests are present.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set for recent v5/remote_code compatibility regressions, making it the best representative issue here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most reusable triage representative: broad enough to anchor the regression cluster, while the other items are narrower and more fragmented by model/subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different models and failure modes: CUDA assert during Qwen3 auto device mapping vs tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Different bugs in different code paths: non-persistent buffer corruption vs StaticCache returning the wrong type." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v4/v5 regression reports, but they target different model families and symptoms, not the same concrete bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated subsystems: loading an AutoImageProcessor from URL vs a compile-time node/template error." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to from_config leaving config.dtype stale." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation example errors and Kosmos2.5 OCR index error are different issues." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; same broad tokenizer area but not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen video regressions with different failure points and likely different fixes." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription failure after align_special_tokens is unrelated to Kosmos2.5 long-input indexing." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both concern loading, but one is non-persistent buffer junk and the other is FSDP CPU RAM efficient loading; not the same code-path." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are distinct tokenizer failures." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen issues: weight_only loading error vs flash-attention generation failure." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype/state issue and Video-LLaVA temporal-attention/shared-weight issue are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention inference/loading problems, but bark CPU offload device mismatch is not the same as dtype mismatches in other models." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video token/feature mismatch in Qwen3.5-9B is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video regression and Kosmos2.5 OCR long-input index error are different failures." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message regression around removed pipeline tasks; the other is a SigLIP2 AutoModel/pipeline quality issue." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and stale pipeline docs are not the same underlying bug." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset malfunction and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape IndexError and trainer.evaluate() after train are different issues." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache seq-length contract bug is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 pinpoints a specific removed helper; 45020 is a broad umbrella for remote_code breakage, so they are not clearly the same concrete bug." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure for a specific model and kernels v0.15 pipeline import failure are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different failure modes: dtype handling in model loading vs a TypeError in caching_allocator_warmup." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Added-token spacing bug is only loosely related to a general slow/fast tokenizer inconsistency report; not enough to prove the same root cause." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor/model input-size mismatch is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weights unpacking during accelerate loading is a different problem from dtype mismatches." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and a generic tokenization-change report do not identify the same bug." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Closely related topic area, but one is an error-message wording issue while the other is documentation stale after pipeline removals." + } + ] + }, + "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": 20, + "review_unit_index": 18, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:34634", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46209", + "issue:46285", + "issue:46326" + ], + "soft_pairs": [ + "issue:43782|issue:45325", + "issue:43749|issue:44291", + "issue:42175|issue:45081", + "issue:43582|issue:44857", + "issue:43906|issue:46209", + "issue:43262|issue:43819", + "issue:45003|issue:46285", + "issue:43526|issue:43697", + "issue:43653|issue:44912", + "issue:34634|issue:36331", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:45372|issue:46326", + "issue:45084|issue:45538", + "issue:43742|issue:45020", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43452|issue:44991", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43746|issue:44811", + "issue:43650|issue:43906", + "issue:43819|issue:43927", + "issue:43257|issue:43329", + "issue:44387|issue:44617", + "issue:38175|issue:44610" + ], + "prepared_review_unit_hash": "1c628b17d266044fea95ae4b4f8da1d44fddb53fc2374e7924de27e09f311a17", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36059, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and mostly not duplicate-safe: the soft-similarity pairs cover unrelated bugs across loading, tokenizers, processors, quantization, trainer behavior, and platform-specific runtime issues. No soft edge looks like the same concrete underlying bug/change.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style regression here, centered on recent model-loading / remote_code compatibility; it is the least bad representative of the noisy loading-related subset, though it is not a true duplicate of most other items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best cluster representative because it is broad, recent, and plausibly subsumes some of the loading-related noise better than the more narrow model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different failures: weight_only loading error vs rope/position-id scaling bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading/init paths, but one is FSDP CPU RAM efficient loading and the other is an unexpected init_empty_weights argument error; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated subsystems: backend dependency packaging vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Different platforms and code paths: Apple Silicon allocator warmup TypeError vs CUDA AMP image-loss crash." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated repro of an older issue is not the same as the FP8/B200 inference failure." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs DAC latent reconstruction mismatch; different components." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access safety issue is unrelated to the CLIP text-model structure inconsistency." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different models and symptoms: Beit label reduction bug vs RTDetrV2 output divergence in v5." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug vs MXFP4 quantization fallback; not the same underlying defect." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Completely different areas: Bark voice preset handling vs trainer compute_loss signature mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve processor/tokenizer loading, but one is a Mistral regex patch crash and the other is Gemma4 serve missing _tokenizer." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but different models and causes; not a shared code-path bug." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Different mistral_common-related failures: ReasoningEffort import error vs continue_final_message behavior bug." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer max-length issue are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading failures, but one is a specific KeyError for MobileLLM and the other is a broad remote_code compatibility regression; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different model families and failure modes: Beit label processing vs MPS attention correctness." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video-token counting undefined variables vs auto_mappings CI break from removed configs; distinct issues." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Storage-type lookup failure on one hand, torchvision backend dependency requirement on the other; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/model-loading regressions: gguf_file handling vs EMBEDDIA tokenizer load failure." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "deepspeed zero3 empty-tensor IndexError vs trainer.evaluate() after train; different trainer bugs." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is not the same as MXFP4 quantization falling back to bf16." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading vs Whisper batch_decode skip_special_tokens handling; unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A placeholder issue and an isolated repro are not duplicates." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Both can affect generation, but one is DAC STE mismatch and the other is DiaConfig losing custom token IDs after save/load; different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion issue vs multimodal video token counting bug; not the same code path." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory regression and the other is Sam3Video model OOM; too broad to merge." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 zero-probabilities issue and OmDet-Turbo processor image-size mismatch are different vision 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": 20, + "review_unit_index": 19, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:40990", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43854", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:44987", + "issue:45042", + "issue:45127", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:36010|issue:43645", + "issue:42175|issue:46291", + "issue:43720|issue:44610", + "issue:43854|issue:44977", + "issue:36010|issue:36331", + "issue:39692|issue:44912", + "issue:43531|issue:45042", + "issue:46421|issue:46424", + "issue:45459|issue:45803", + "issue:42490|issue:43257", + "issue:43262|issue:44811", + "issue:43257|issue:43696", + "issue:43643|issue:45759", + "issue:43454|issue:43577", + "issue:43329|issue:44479", + "issue:43329|issue:43450", + "issue:43749|issue:44756", + "issue:43257|issue:43931", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:29159|issue:34567", + "issue:44568|issue:45356", + "issue:42915|issue:43742", + "issue:43404|issue:45127", + "issue:44291|issue:45042", + "issue:43525|issue:46291", + "issue:42915|issue:44821", + "issue:44987|issue:45538" + ], + "prepared_review_unit_hash": "f894d97fa2a3db53137c6e48bf6379b78a72d78d65c12a0c97fcd94b91b046b3", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36372, + "estimated_input_tokens": 9093, + "estimated_eval_tokens": 18442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated one-off bugs across different subsystems; none of the soft-linked pairs look like the same underlying issue, and there are no PRs in the set.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43257 is the closest hub among the provided issues: it is a concrete loading/dispatch bug and shows the strongest linkage to other candidates, even though the overall cluster is still very heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the strongest standalone report: it has substantial discussion/inbound references and a clearly scoped broken loading mode, making it the best candidate to keep as a representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different problems: GenerationMixin import error vs custom model init in notebooks." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated dependency issues: backend extras packaging vs pipelines import failing on kernels version/revision requirements." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different code paths: accelerate weight unpacking vs processor/model input-size mismatch." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: unit-test loading error for GLM vs flash-attention generation regression for Qwen3.5." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Both are trainer/import-related, but the concrete bugs differ: import path issue vs custom compute_loss signature breakage." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors vs quantization fallback bug; not the same underlying defect." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE sliding-window behavior vs image processor torchvision dependency regression." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is max_cache_length semantics; not one bug." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they affect different functions and failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning vs Qwen3 MoE weight conversion during accelerate/deepspeed loading are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio processor default sampling-rate bug vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE loading/weight conversion bug vs an OOM report on gpt-oss-20b." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-loading issues, but one is missing fields with trust_remote_code and the other is composite-config unwrapping for multimodal models." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Different model bugs: untied lm_head weights vs dtype remaining float32 on BLIP2 load." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Specific undefined video-token helper bug vs broader video-input regression; too different to be the same fix." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video token helper bug vs batched video processor shape bug." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/memory, but one is FSDP RAM-efficient loading breakage and the other is mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-related failures: accelerate/deepspeed weight conversion vs VL weight-shape mismatch." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count tracking vs perplexity on gpt-oss-20b are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer fast/slow inconsistency vs TrainerState token counter update are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe vs key error loading MobileLLM-125M." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Weight-tying bug in Mistral3 vs LoRA merge collapse with extended vocab are not the same concrete issue." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init-empty-weights argument error vs torchvision dependency regression are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs pipelines import failing on kernels version/revision requirements." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading bug vs AutoImageProcessor URL loading failure are different." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading regression for physical-intelligence/fast vs CLIPTokenizer max_length bug; no shared 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": 1, + "component_count": 20, + "review_unit_index": 20, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43425", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44737", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46463", + "issue:46512" + ], + "soft_pairs": [ + "issue:43927|issue:44912", + "issue:43697|issue:45357", + "issue:44849|issue:45701", + "issue:42915|issue:45538", + "issue:43577|issue:46512", + "issue:43452|issue:43582", + "issue:43425|issue:46291", + "issue:42175|issue:43824", + "issue:43317|issue:45538", + "issue:33357|issue:34567", + "issue:41720|issue:43540", + "issue:44062|issue:44991", + "issue:44479|issue:45381", + "issue:28282|issue:34689", + "issue:45137|issue:45405", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:44568|issue:45488", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:44987|issue:45907", + "issue:24643|issue:29159", + "issue:42915|issue:43749", + "issue:44737|issue:46463", + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:43493|issue:43994", + "issue:43577|issue:45072" + ], + "prepared_review_unit_hash": "2f33577c62a111c71c1c9582ea573bbbac198ede1ba016ff270178b6a18befd8", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36174, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the suggested pairs are mostly broad topical similarities, not the same concrete bug or change. I would not merge any of the soft edges, and there is no clear single canonical issue for the whole set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Both involve model-loading/dtype behavior, but one is about DiaConfig token IDs causing generation errors and the other is about MXFP4 falling back to bf16; different bugs." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key corruption are unrelated code paths and symptoms." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "One is a Qwen3.5 hidden-states bug; the other is a broad tokenization-change report. Too generic to be the same issue." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is BLIP2 loading not casting correctly and the other is from_config leaving config.dtype stale; not the same failure." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading and Apple Silicon warmup TypeError are different subsystems and errors." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch compatibility and kernels revision/version requirements are different dependency issues." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Pip extra dependency packaging and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "GPU offload/loading failure is not the same as CLIPTokenizer max_length behavior." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen video-related, but one is an auto device-map cudaErrorAssert and the other is a video-processing ValueError; different concrete bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-argument duplication and tokenizer loading failure for EMBIDDIA/est-roberta are not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen video input regressions, but one is a broad multi-model regression and the other specifically flags wrong vision_position_ids; not enough to treat as identical." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch import and Llama 3.2 Vision loading breakage are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and MIN_PEFT_VERSION bump are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Different Qwen video failures with different symptoms and likely different fixes." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Video ValueError in Qwen3OmniMoe and StopIteration in Qwen3-vl-embedding are distinct bugs." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "mdeberta token addition bug and LlamaTokenizer pre-tokenizer override break DeepSeek are different tokenizer issues." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights unexpected argument are separate loading problems." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading a specific model under newer transformers and list_repo_files revision forwarding are different API breakages." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight shape RuntimeError and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "FP8 config failure and FSDP CPU RAM efficient loading are different training/quantization issues." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU arange bug and T5 decoder-input validation message are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero probabilities and Perceiver non-default-resolution failure are different vision-model bugs." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging and a model-loading failure for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and AutoModel/pipeline nonsense outputs are different symptom sets." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype loading and SwitchTransformers/TimmWrapperModel bfloat16 mismatch are separate dtype 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": 20, + "review_unit_index": 21, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:34567", + "issue:36331", + "issue:42796", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45823", + "issue:45920", + "issue:45987", + "issue:46121", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491" + ], + "soft_pairs": [ + "issue:43257|issue:43756", + "issue:44291|issue:44821", + "issue:43906|issue:46468", + "issue:34567|issue:36331", + "issue:43526|issue:45479", + "issue:44568|issue:46491", + "issue:44062|issue:45081", + "issue:27957|issue:28282", + "issue:44737|issue:45588", + "issue:43404|issue:45987", + "issue:44792|issue:44964", + "issue:43756|issue:46399", + "issue:42796|issue:43906", + "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43452|issue:44488", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:45357|issue:45920", + "issue:44913|issue:46121", + "issue:43697|issue:45216", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:43720|issue:44898", + "issue:44625|issue:44877" + ], + "prepared_review_unit_hash": "0bb5c9c8489baaf79d2fcbc70f324463e7fbc471c0f73d439a633d6cdff62fcf", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36231, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly lookalikes across the same broad subsystems (tokenizers, configs, multimodal loading, training) but they describe different concrete bugs or code paths, so none should be merged as duplicates. The strongest standalone issue in the set is the broad tokenizer regression affecting many models.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45920 is the best representative issue: it describes a clear, broad regression in AutoTokenizer with multiple affected model families, strong user impact, and enough specificity to stand alone.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest overall issue candidate because it is broad, concrete, and regression-oriented, with multiple affected models and clear expected-vs-actual behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Both are Qwen-related loading/config issues, but one is MOE weight conversion under accelerate+deepspeed and the other is Smollm3 RoPE layer dropping; different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` in `init_empty_weights` and `AutoImageProcessor` URL loading failure are different API paths and failure modes." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "One is an isolated reproduction of issue 38071; the other is a broken official Nemotron example. Similar framing, not the same underlying bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "`num_input_tokens_seen` not updating in TrainerState and `compute_loss()` getting an unexpected kwarg are distinct trainer bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and zero-loss classification with `num_labels=1` are unrelated behaviors." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing BOS/EOS insertion for mdeberta-v3 and the other is CodeLlama leading-space round-trip behavior." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "`AddedToken(special=...)` kwarg collision and `_patch_mistral_regex` crashing on missing `backend_tokenizer` are separate tokenizer internals bugs." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and an `AutoModel` PyTorch import error are unrelated issues." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU `arange` in rotary encoding and flash_attention `s_aux=None` crash are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Tied `lm_head` weights in Mistral3 and `StaticCache.get_seq_length()` returning a tensor are unrelated bugs." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both involve multimodal models, but one is a janus test failure and the other is a Phi-4 multimodal load failure; not the same defect." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Smollm3 RoPE layer loss and Qwen3.5 kernel registration failure are different implementation issues." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an isolated reproduction of issue 38071 do not match on root cause or target behavior." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both mention RoPE, but one is missing layers in Smollm3 and the other is temporal position scaling in Qwen2.5-VL." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device mismatch during forward and a T5 decoder-input validation error message are unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend torchvision dependency and Mistral regex patch crash are different subsystems and failures." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM loading KeyError and missing Float8 storage are unrelated load-time errors." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "`gguf_file` breaking pretrained loads and inability to load `cjvt/sleng-bert` are different loading problems." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE `sliding_window` and `AutoImageProcessor` URL loading are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A PEFT version bump and stale `auto_mappings.py` references are separate CI/dependency issues." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained visual-encoder key regression and AutoTokenizer wrong token IDs are different bugs." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoXConfig `rotary_pct` reload behavior and `convert_rope_params_to_dict` TypeError are different rope-related failures." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output differences and Qwen3.5 incorrect save_pretrained checkpoints are unrelated regressions." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Missing fields from `trust_remote_code=True` AutoConfig and a model-specific field dropped by `@strict` are similar in theme but not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm token type defaults and T5 decoder-input validation messaging are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading and Perceiver interpolation failure are different concrete defects." + } + ] + }, + "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": 20, + "review_unit_index": 22, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "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:44991", + "issue:45005", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45491", + "issue:45542", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491" + ], + "soft_pairs": [ + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:42898|issue:46491", + "issue:44493|issue:46050", + "issue:44466|issue:45005", + "issue:44514|issue:45381", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:28282|issue:32090", + "issue:45372|issue:46170", + "issue:28282|issue:33357", + "issue:43688|issue:43749", + "issue:44484|issue:44704", + "issue:44936|issue:45823", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43295|issue:45356", + "issue:43653|issue:44361", + "issue:45542|issue:46178", + "issue:43452|issue:43577", + "issue:43577|issue:43697", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:43646|issue:43749", + "issue:29159|issue:33357", + "issue:45491|issue:46002", + "issue:43756|issue:46402", + "issue:43531|issue:43742" + ], + "prepared_review_unit_hash": "f8f06d4fbd4f9f7ec669b98b5816cc0d71c493a38c289d6b8381c945548f62c5", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36668, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the paired items span unrelated tokenizer, loading, training, generation, and model-specific regressions, so there is no clear duplicate canonical issue or PR here. All soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error vs. LayoutLMv3 box validation/error-message issue; different code paths and symptoms." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure vs. trainer.evaluate() lifecycle bug; unrelated failures." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is CodeLlama space handling on encode/decode; not the same bug." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warning vs. quantized model save/load corruption; different underlying issues." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent serialization and the other is translation-model tied-weights behavior; not clearly the same defect." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2.5-VL chat-template batching crash vs. video vision_position_ids bug; different processor paths." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both affect loading/tokenizer paths, but one is gguf_file breakage and the other is an offline model_info call in _patch_mistral_regex; different root causes." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/STE mismatch vs. Whisper batch_decode skip_special_tokens regression; unrelated functionality." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import vs. Trainer GPU broadcast TypeError; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import error from mistral_common vs. Windows ROCm torch.distributed dependency issue; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch not found ImportError vs. MacOS bus error on CLIP model; different failure modes." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug in MoE models vs. FSDP CPU RAM efficient loading breakage; different problems." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Save-pretrained shard-size question vs. AutoProcessor kwarg forwarding bug; not duplicates." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer evaluate/train lifecycle issue vs. Gemma4 device_map auto device mismatch; different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities vs. v5 tokenizer cleanup behavior regression; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; same broad area but not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one concerns cleanup_spaces and the other codec handling plus a warning; separate issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration bug vs. MLukeTokenizer AttributeError; unrelated tokenizers and symptoms." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Backend detection/misconfiguration problems, but one is tensorboard without TensorFlow and the other is tensorflow_text backend mapping; different root causes." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading breakage vs. BLIP2 dtype not propagating; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype propagation vs. RTDetrV2 output differences in v5; different model behaviors." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer special tokens, but BigBird mask-token registration and mdeberta BOS/EOS insertion are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation compiled-forward inconsistency vs. Qwen3 recurrent state reset in cache; both generation-related but not the same concrete bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline model_info patch issue vs. tokenizer loading failure for est-roberta; no clear shared code-path bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage in v5 vs. FSDP loading regression; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs. MacOS bus error on CLIP model; unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is Gemma3 sliding-window attention and the other is classification-head init/checkout; different underlying failures." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer omission vs. Sam3Model text-encoder weights not loaded; unrelated model-specific bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs. MobileLLM-125M loading KeyError; 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": 20, + "review_unit_index": 23, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365" + ], + "soft_pairs": [ + "issue:43688|issue:45440", + "issue:43688|issue:45704", + "issue:44514|issue:45290", + "issue:43653|issue:43927", + "issue:43550|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:44464|issue:44977", + "issue:43643|issue:44561", + "issue:41720|issue:44464", + "issue:44466|issue:46050", + "issue:43504|issue:43720", + "issue:33666|issue:36010", + "issue:43577|issue:44554", + "issue:32090|issue:33666", + "issue:44977|issue:46209", + "issue:43504|issue:43550", + "issue:43742|issue:44821", + "issue:43504|issue:44610", + "issue:44554|issue:46365", + "issue:43262|issue:43295", + "issue:43720|issue:43927", + "issue:45823|issue:46050", + "issue:43452|issue:44451", + "issue:43606|issue:43927", + "issue:33666|issue:36331", + "issue:43994|issue:46192", + "issue:44849|issue:46209", + "issue:43525|issue:43572", + "issue:43278|issue:43688", + "issue:43493|issue:43825", + "issue:43720|issue:44361", + "issue:44964|issue:45405" + ], + "prepared_review_unit_hash": "d9fde29f80a2d4c4e910557ca97a8e644fadab9a58f11725467fd66132d0bca2", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37936, + "estimated_input_tokens": 9484, + "estimated_eval_tokens": 19224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous; the soft pairs mostly connect superficially similar transformers/model-loading bugs rather than the same underlying issue. No soft edge looks safe to merge as a duplicate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43688 is the closest thing to a hub because it has multiple soft-similarity links and inbound references, but even it is not a true representative for the whole mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43688 is the strongest single issue candidate by connectivity, but the cluster is too diverse for it to serve as a meaningful global canonical beyond its own loss-normalization theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux-loss normalization vs remote-implementation divergence; different model families and failure modes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Both touch loss/normalization, but one is a model bug and the other is a T5 apex memory-leak issue." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat/template-related, but one is a batched padding crash and the other is assistant tool-call handling." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug vs config custom-token persistence bug; not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated: SDPA/torch.compile failure in Bamba vs DiaConfig token-ID persistence." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen variants vs num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems: compiled attention in Bamba vs tokenizer AttributeError in MLuke." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is not the same as flash-attention generation failure." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both affect trust_remote_code models, but one is missing config fields and the other is a removed helper function." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 device-map cuda assert vs chunked-generation output inconsistency; different code paths." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "v5 tied-weight serialization bug vs sinq quantization save/load breakage." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field in Beit config vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training vs GenerationMixin import error; not the same issue." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype mismatch on load vs MPS attention correctness bug with mismatched head dims." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast TypeError vs Qwen2-VL multi-GPU training request; different underlying failures." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug vs FP8 inference failure on B200 hardware." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failures: Beit pretrained-load legacy field vs Bamba torch.compile/SDPA." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM config loading key error vs AutoImageProcessor URL loading issue." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field load bug vs OmDet processor/image-size mismatch." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Attention correctness on MPS is unrelated to the Trainer import conflict with datasets." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate default bug vs processor/tokenizer API regression for multimodal custom code." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading vs config custom-token persistence; different areas and fixes." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch vs quantized save/load corruption; unrelated failures." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loader regression vs inability to load a specific model; not the same code-path." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch vs DiaConfig token-ID loss; different bug classes." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training vs CustomTrainer.compute_loss signature break." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 model/pipeline outputs vs return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs FP8 inference failure on B200." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-pad-field symptom, but different config classes, field names, and fixes." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in eval vs auxiliary-loss normalization; unrelated model behavior." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline task-message regression; different components." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading vs MLuke tokenizer task error; no shared underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure vs an outdated MIN_PEFT_VERSION pin; 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": 20, + "review_unit_index": 24, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "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:43606", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46285", + "issue:46424", + "issue:46489" + ], + "soft_pairs": [ + "issue:39692|issue:43493", + "issue:28218|issue:33357", + "issue:44625|issue:46002", + "issue:44849|issue:45357", + "issue:44568|issue:46489", + "issue:43278|issue:43844", + "issue:45200|issue:45229", + "issue:39692|issue:43295", + "issue:43493|issue:43844", + "issue:44488|issue:44843", + "issue:43540|issue:44977", + "issue:44568|issue:45812", + "issue:43646|issue:44466", + "issue:44464|issue:46424", + "issue:33357|issue:33666", + "issue:43824|issue:44589", + "issue:43257|issue:43299", + "issue:44589|issue:45520", + "issue:43334|issue:43572", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:43334|issue:45759", + "issue:45229|issue:45823", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:44493|issue:46285", + "issue:43575|issue:45405", + "issue:43572|issue:44291", + "issue:43606|issue:44112", + "issue:43504|issue:43653", + "issue:44464|issue:45584" + ], + "prepared_review_unit_hash": "d1428ee9232e8cc89180a2cb1aa3946bab014ffda28cef9c7e2087abb2df45b9", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37082, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers regression reports. The issues share broad themes like tokenizers, model loading, and config compatibility, but the soft pairs do not look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.34, + "canonical_issue_reason": "issue:45812 is the strongest cluster representative: it is a broad, clearly framed v4\u2192v5 tokenizer regression affecting all Granite models, with multiple inbound references and a concrete user-facing failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best single issue to keep as the canonical anchor because it is the most general and well-scoped tokenizer regression in the set, with clearer impact and stronger discussion signal than the more niche reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a documentation/example failure and the other is an implementation discrepancy vs JAX; different bugs." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS CLIP bus error; no shared code-path or failure mode." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "One is config propagation for num_labels, the other is NaNs in classification heads; unrelated symptoms and fixes." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is output_hidden_states behavior and the other is save_pretrained key serialization; not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different failure points; too broad to treat as one bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval vs ZeRO-3 gradient growth are different training/runtime problems." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and multi-GPU OOM are unrelated issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 example errors and processor.tokenizer regression are distinct multimodal issues." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to ZeRO-3 gradient instability." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model vs offline-model_info regression in tokenizer patching; different root causes." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video processing and Qwen3.5 flash-attention generation are separate model-path bugs." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer families and different regressions; one is missing BOS/EOS on add_special_tokens, the other is wrong Granite token IDs." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head serialization inconsistency do not describe the same change." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation under compiled forward is a different code path than cache length handling for quantized cache." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a missing Qwen2_5_VL class vs Float8 storage lookup failure; different bugs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE loading, but one is weight conversion under accelerate+deepspeed and the other is a Qwen3VL MoE loading breakage; not clearly the same concrete fix." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage error and flash_attn import KeyError are separate compatibility issues." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id on Qwen3-VL text config vs missing pad_token_idx on StableLmConfig; different models and fields." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token IDs and MLukeTokenizer AttributeError are unrelated tokenizer/config bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field load failure in Beit and CPU offload device mismatch in bark-small are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen composite configs, but one is a missing pad_token_id attribute and the other is from_config not unwrapping text_config; not enough to be the same bug." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Multi-GPU OOM and device mismatch with device_map='auto' are different failure modes." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype regression and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure and a peft version bump are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys and CLIP text-model structure divergence are different API regressions." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on a specific model and a dependency version bump are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are 5.0 compatibility problems, but one is a config attribute mismatch and the other is an init_empty_weights argument error; different code paths." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch vs stale GraniteSpeech CI override test; not the same underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy preset loading and BigBirdTokenizer special-token registration are different issues." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation and Whisper empty-transcription behavior after token alignment are separate generation bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 25, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192", + "issue:46209", + "issue:46369" + ], + "soft_pairs": [ + "issue:43994|issue:44493", + "issue:43873|issue:46050", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:29942|issue:30333", + "issue:43065|issue:46369", + "issue:43844|issue:44964", + "issue:42490|issue:43696", + "issue:45406|issue:46121", + "issue:29159|issue:32090", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43493|issue:43701", + "issue:37428|issue:43957", + "issue:44186|issue:46192", + "issue:44521|issue:45290", + "issue:43232|issue:44849", + "issue:45823|issue:46192", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:45381|issue:46209", + "issue:43295|issue:43873", + "issue:44554|issue:45356" + ], + "prepared_review_unit_hash": "5bf2ee48583e42a144df20adfd4f78974c4667295ba0ade30938fdcf51ef7ab6", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "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": "These issues are mostly unrelated across tokenizer, serving, quantization, multimodal, and training subsystems; none of the proposed soft pairs looks like the same underlying bug or change.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue stands out: the set spans many distinct code paths and symptoms, so there is no shared root cause to anchor the cluster.", + "canonical_pr_reason": "No pull requests are present in this set.", + "best_issue_reason": "No clear best issue for deduplication: while some reports are high-signal, none subsumes the others or represents the same bug family.", + "best_pr_reason": "No pull requests are present in this set.", + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: SigLIP2 nonsensical outputs vs a position-id key warning/regression." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Both touch quantization, but one is about offloading behavior and the other about save/load breakage after sinq quantization." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sink-less crash and quantization serialization failure are unrelated bugs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but they affect different endpoints and different failure mechanisms." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting on failed training are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 pixel-decoder architecture stub vs memory overflow in a SAM3 litetext model; not the same bug." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed/ZeRO gradient anomaly and a multimodal model loading failure do not share a concrete root cause." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Import warning on trailing-slash paths and CUDA OOM on GPT-oss-20b are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and a rope-validation TypeError are different code paths." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Extra space after added token and num_input_tokens_seen not updating are different tokenizer vs trainer issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile error for non-template nodes is unrelated to the flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug and a PyTorch version-check import bug are not the same problem." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript generator-expression export failure and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is missing default multimodal token ids and the other is a device-map forward mismatch." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference and Wav2Vec2 save/tokenization failure are different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume-from-checkpoint key mismatch do not share the same root cause." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash-attention import symbol and meta-device model-loading failures are separate issues." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER padding/truncation crashes and return_tensors being ignored are different tokenizer behaviors." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks for multimodal inputs and a crash on tool-call assistant messages are distinct apply_chat_template bugs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and output_hidden_states behavior in Qwen3.5 are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device_map auto mismatch and return_tensors being ignored are unrelated API issues." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape errors are different multimodal processing problems." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer access regression does not match the OmDet-Turbo input-size mismatch." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression and quantization offloading problems are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 26, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44561", + "issue:44792", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512" + ], + "soft_pairs": [ + "issue:39692|issue:46192", + "issue:45520|issue:46178", + "issue:43572|issue:44987", + "issue:44466|issue:45127", + "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:44898|issue:45412", + "issue:37428|issue:43824", + "issue:43950|issue:46285", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:42490|issue:43493", + "issue:44792|issue:45563", + "issue:43334|issue:43525", + "issue:43452|issue:46512", + "issue:42915|issue:43824", + "issue:43388|issue:43526", + "issue:38175|issue:43493", + "issue:43824|issue:43975", + "issue:28218|issue:35141", + "issue:43653|issue:44112", + "issue:43526|issue:46192", + "issue:43278|issue:43856", + "issue:41720|issue:46209", + "issue:44442|issue:45198", + "issue:43262|issue:43450", + "issue:45520|issue:46170", + "issue:38175|issue:45412", + "issue:44561|issue:46234" + ], + "prepared_review_unit_hash": "64934d0b8ef4adc5d36092d6f2252efbb7c13ef51ea8dda7b2636a19edeeefd7", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36809, + "estimated_input_tokens": 9203, + "estimated_eval_tokens": 18662 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformers regressions loosely sharing v5-era API/loading themes. Only two soft pairs look like plausible duplicates: the SigLIP2 implementation discrepancy pair and the pad_token_id-missing config pair. No PRs are present.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43950 is the cleanest representative: it describes a concrete, broadly applicable v5 loading regression with a clear failure mode and reproducible impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best single issue to anchor the cluster because it is specific, high-signal, and more generally representative of the v5 regression/load-path problems than the model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Different bugs: SigLIP2 docs/example errors vs return_tensors being ignored in text_kwargs handling." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both are import/backend errors, but they involve different missing backends and different code paths." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLm pad_token_id regression and a separate model-loading failure for physical-intelligence/fast are not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "One is tied-weight serialization inconsistency; the other is LoRA merge collapse with extended vocab. Related area, but not the same failure." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to the ZeRO-3 gradient growth report." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Different loading regressions: missing pad_token_idx vs meta-device loading breakage." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory leak are distinct issues." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but for different symbols and different modules; not the same underlying breakage." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text-model structure changes." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal processing, but one is mm_token_type_ids defaults and the other is Qwen2.5-VL rope indexing." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and Qwen2 OOM under tensor parallelism are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash path import warning is unrelated to the SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and paged generate warning are different generation issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same class of regression: model/config objects missing pad_token_id and failing during load." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure and stale config.dtype after from_config affect different APIs and code paths." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both are label-handling bugs, but they affect different pipelines and different transformations of labels." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Same model family and likely same underlying SigLIP2 implementation mismatch; one symptom is zero probabilities, the other is a broader HF-vs-JAX discrepancy." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing class and incorrect detokenization are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer extra-space behavior and embedding reinitialization are distinct regressions." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech CI device-override failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and return_tensors handling are different preprocessing bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory usage are not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different model/hardware failures: Qwen3 device-mapping cuda assert vs FP8 inference on B200." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Two separate tokenizer/save-pretrained failures on different models; not one bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and video batched-shape handling are unrelated processor bugs." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are environment/import issues, but they stem from different dependency problems and platforms." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability anomaly and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of is_torch_fx_available and missing is_falcon_mamba_ssm_available are different import-utils regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The canonical issue choice is defensible, and the accepted soft-edge pairs are both supported by the issue titles/bodies without overstating certainty. I did not see any unsupported merge claims or clear evidence inflation." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 27, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:26413", + "issue:29127", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:37428", + "issue:39692", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46512" + ], + "soft_pairs": [ + "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:45759|issue:46285", + "issue:45290|issue:46326", + "issue:43827|issue:43901", + "issue:44610|issue:44857", + "issue:44514|issue:44521", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:43335|issue:43550", + "issue:43611|issue:46402", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:45759|issue:46512", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:45127|issue:45245", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:37428|issue:44351", + "issue:43819|issue:44493", + "issue:43278|issue:43825", + "issue:44206|issue:45823", + "issue:39692|issue:43526", + "issue:26413|issue:31501", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:43335|issue:45083", + "issue:43720|issue:44112" + ], + "prepared_review_unit_hash": "91381e24ffc99789ac1eb94f872deca13ff4fdcf1da3eff3fa44ffa07e79fe21", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37032, + "estimated_input_tokens": 9258, + "estimated_eval_tokens": 18772 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is broadly heterogeneous: mostly unrelated Transformers bug reports spanning model loading, chat templates, processors, CI regressions, and config edge cases. The soft edges are largely semantic false positives; I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the strongest representative of the cluster\u2019s recurring chat-template/multimodal theme: it is concrete, reproducible, high-activity, and sits in the most broadly relevant code path among the nearby tokenizer/template reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best single issue to anchor this cluster because it has the most discussion/inbound interest, a clear failure mode, and broad user impact compared with the more niche config/import/CI reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: one is a feature-extractor API regression, the other is Whisper generation failing after special-token alignment." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated code paths: DAC latent conversion mismatch vs a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model structure, but the concrete problems differ: composite Qwen config unwrapping vs CLIP text-model attribute inconsistency." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templates, but they fail in different scenarios and code paths: tool-call tokenization crash vs mistral_common continue_final_message handling." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they describe different API mismatches and would not be fixed by one PR." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different vision bugs: OmDet-Turbo input-size mismatch vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same general area, but not the same underlying bug: one crashes on batched padding=False input, the other returns incorrect all-zero assistant masks." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated failures: DAC forward/latents mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different training issues: AMP crash in LwDetrImageLoss vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Distinct model bugs in different subsystems: SwitchTransformers config construction vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43611", + "right": "issue:46402", + "accept": false, + "reason": "Both concern model loading, but one is a Transformers 5 base_model_prefix regression and the other is Sam3 text-encoder weights not being loaded." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different areas: CPU offload device mismatch in bark-small vs qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Import error vs version compatibility issue; no shared concrete code-path." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "CI Flash Attention test failure and a Trainer broadcast TypeError are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46512", + "accept": false, + "reason": "Both involve from_config behavior, but one is about composite config unwrapping while the other is about stale dtype metadata." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behaviors: Pegasus output drift across versions vs recurrent state reset with cache." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 multimodal token-type defaults and flash_attention sink-less-model handling are separate bugs." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/weight-tying collapse and category-cardinality limits are different failures." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba compile/SDPA failure is unrelated to GraniteSpeech stale device override CI behavior." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import/torch.jit parsing issue and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Config-generated sparse layers and Beit preset loading with a legacy field are different problems." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they affect different symbols and likely different fixes." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch and unexpected position-id keys are not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift and pipeline error-message wording are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different model/processor bugs: unsupported center arg vs device mismatch with Gemma4 PLE." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Docs example errors for SigLIP2 and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Checkpoint resume iterator failure and FineWeb training startup failure are not the same underlying issue." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and Trainer NoneType broadcast failure are distinct." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention s_aux handling and Qwen3_5Moe CPU-offload compatibility are separate code paths." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading and a GraniteSpeech CI test issue are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 28, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43746", + "issue:43854", + "issue:43927", + "issue:44112", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46399" + ], + "soft_pairs": [ + "issue:45459|issue:46234", + "issue:45310|issue:45478", + "issue:43335|issue:44112", + "issue:45290|issue:45381", + "issue:43335|issue:45593", + "issue:39692|issue:44493", + "issue:44448|issue:44779", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:42490|issue:43854", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:38175|issue:44493", + "issue:45920|issue:46192", + "issue:28218|issue:32090", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:43701|issue:45083", + "issue:44977|issue:45229", + "issue:29942|issue:35141", + "issue:43746|issue:46209", + "issue:32090|issue:33357", + "issue:44855|issue:46399", + "issue:43550|issue:45083", + "issue:42490|issue:43575", + "issue:43927|issue:45698", + "issue:10000|issue:15354", + "issue:44561|issue:44779", + "issue:27957|issue:34689", + "issue:37428|issue:44987" + ], + "prepared_review_unit_hash": "e447abb019466aaf61ef256dffaf27d7e2d8c0e44c2c3dbff5024d0307e34c46", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36725, + "estimated_input_tokens": 9182, + "estimated_eval_tokens": 18620 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers issues. The strongest relationship is 45310/45478, which look like a likely duplicate or near-duplicate pair for the same Qwen3.5 MoE `from_pretrained` regression, but the packet alone does not prove they are an exact duplicate with high certainty.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45310 is the best canonical issue because it is the earlier report and the titles match exactly with 45478, making it the strongest likely duplicate/near-duplicate for the Qwen3.5 MoE `from_pretrained` regression. I would not claim exact duplication from the packet alone.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest global issue representative: it is specific, earlier, and the closest match to 45478. The evidence supports a likely duplicate/near-duplicate relationship, not a guaranteed exact same failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Both are import/utility-related, but they describe different bugs in different code paths: tokenizer error masking vs missing availability helper." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Very strong similarity: identical title, same Qwen3.5 MoE `from_pretrained` regression, and same version context. This is best treated as a likely duplicate/near-duplicate pair, though the packet alone does not prove exact identity." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs GraniteSpeech CI stale-device test failure; unrelated failures." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash vs Qwen2.5-VL vision position-id issue; different functionality and failure mode." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer configuration bug vs D-FINE auxiliary-loss behavior; no shared underlying bug." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc example errors vs position-id key warnings; distinct issues." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus version-output mismatch vs DeepSeek tokenizer regression; different models and code paths." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision loading problem vs token-embedding reinitialization after resize; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch vs AMP/CUDA loss crash; different subsystems." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path import warning vs GLM-4.7-Flash load failure; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer architecture comment vs removal of `is_torch_fx_available`; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different numerical/mixed-precision failures in different models; not mergeable as one fix." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probabilities issue vs position-id key warnings; different symptoms and likely different causes." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer regression affecting many models vs `return_tensors` handling when `text_kwargs` is passed; separate API bugs." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior vs Trainer `_gpu_broadcast_one` NoneType error; no common code path." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset/multi-image bug vs BEiT fast processor label reduction bug; unrelated model components." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output differences vs Qwen3.5 flash-attention generation failure; different models and mechanisms." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint-key mismatch vs qwen3_omni_moe feature-length helper behavior; unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs multi-GPU OOM; one is correctness, the other capacity." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash-attention test failures vs embedding reinit on resize; no shared underlying bug." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT local checkpoint loading vs FP8 inference on B200; different failure modes." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error vs MacOS bus error for CLIP; unrelated." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 `torch.jit.script` parsing/IndentationError vs missing decorator registration in Qwen3.5; different code paths." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA issue vs feature-length helper bug; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Import warning on slash-suffixed local path vs tensor-parallel OOM loading Qwen2-57B; different problems." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Custom token IDs lost on save/load vs wrong custom module selected after save_pretrained; both involve loading, but not the same concrete bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBert issue vs generator expression unsupported by torch.jit.script; unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Missing compatibility helper breaks trust_remote_code vs DeepSeek tokenizer regression; different breakages." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support vs Llama 3.2 vision model loading; different models and fixes." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash-attention helper symbol vs generic load failure for a specific model package; too little evidence of a shared underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall summary is reasonable, but it overstates the 45310/45478 relationship. The packet only gives a soft-similarity pair with `deterministic_accept: false`; identical titles make them look closely related, but not enough to call them an exact duplicate with high certainty. I\u2019d soften the language to \u2018likely duplicate/near-duplicate\u2019 and avoid asserting an exact same failure from the packet alone." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 29, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121" + ], + "soft_pairs": [ + "issue:43278|issue:43329", + "issue:43873|issue:45229", + "issue:44857|issue:45588", + "issue:41720|issue:45229", + "issue:44568|issue:45491", + "issue:44977|issue:45563", + "issue:43278|issue:43381", + "issue:43976|issue:45440", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:45588|issue:45823", + "issue:45372|issue:45406", + "issue:44448|issue:44466", + "issue:45198|issue:45803", + "issue:25251|issue:32090", + "issue:45245|issue:45563", + "issue:43653|issue:44743", + "issue:32090|issue:33290", + "issue:42490|issue:43873", + "issue:43065|issue:45412", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:33357|issue:39692", + "issue:43611|issue:46121", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:45459|issue:45712", + "issue:43278|issue:43575" + ], + "prepared_review_unit_hash": "afa0777d3446ed206721f8bde2e81c5d8751fa58b3ae22d175ec0c6722a59569", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37223, + "estimated_input_tokens": 9306, + "estimated_eval_tokens": 18868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad vocabulary (trainer, quantization, tokenizer, Gemma/Qwen, etc.) and do not look like the same underlying bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.97, + "canonical_issue_reason": "issue:43873 is the best anchor for the set because it is open, discussion-heavy, and has inbound references, giving it the strongest triage signal; however, it is still a specific quantization/offloading bug, not a duplicate of the other reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative issue: it is open, well-discussed, and has the clearest cross-link signal among the candidates. It is still only a representative, not a true duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different bug paths: BF16/evaluate dtype drift vs undefined video-token helper variables." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both are memory/quantization themed, but one is offloading failure and the other is Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP crash in image loss code vs flash-attention AttributeError; unrelated components." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 device-map assert vs Gemma4 OOM; different models and failure modes." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling vs NaN embeddings in attention; different root causes." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Generation regression vs stale warning; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Training/eval checkpointing guard vs embedding dtype drift; no overlap." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility vs DeepSeekMoE model divergence; unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import issue vs flash-attention crash; different code paths." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv issue vs flash-attention None handling; unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Same Gemma4 family, but missing _tokenizer in serve is a different concrete failure than s_aux=None in flash attention." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure vs serve-time missing _tokenizer; related model family but distinct bugs." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output difference vs lm_head.weight serialization; different regression surfaces." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure vs Fuyu exception handling in tensor conversion; unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug vs Trainer broadcast NoneType error; different subsystems." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error vs stale generate warning; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs modular Qwen3_5 recurrent-state reset; different components." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error vs Adafactor+DeepSpeed OOM; both training-related but not the same failure." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path trailing-slash warning vs quantization offloading behavior; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d vs RT-DETR memory leak; different problems." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg crash vs Qwen VL video regression; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d cleanup vs SigLIP2 model/pipeline mismatch; different issues." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLUke tokenizer AttributeError vs Wav2Vec2 save/tokenization failure; different tokenizers and causes." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash vs Wav2Vec2 save/tokenization failure; unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in CLIP vs SigLIP2 docs example errors; different platforms and symptoms." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base_model_prefix loading regression vs rope-params JSON list TypeError; unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging vs TrainerState token counter not updating; different features." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch vs Qwen3.5 flash-attention generation; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs quantized model saving failure; both quantization-related, but different stages and code paths." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf import error handling vs leftover dummy classes; unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16/evaluate dtype issue vs Qwen2-57B tensor-parallel OOM; different models and failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 30, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44625", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45584", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399" + ], + "soft_pairs": [ + "issue:45412|issue:46369", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:29942|issue:30064", + "issue:43994|issue:45412", + "issue:43381|issue:43701", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:43421|issue:45491", + "issue:27957|issue:29942", + "issue:45440|issue:45593", + "issue:29127|issue:33357", + "issue:43994|issue:46369", + "issue:43526|issue:45834", + "issue:43526|issue:44186", + "issue:29127|issue:35141", + "issue:44625|issue:45584", + "issue:43824|issue:44279", + "issue:43575|issue:43701", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43761|issue:45859", + "issue:46121|issue:46399", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:44464|issue:45491" + ], + "prepared_review_unit_hash": "4390c578f2e4b089f50054e5e15f3ac720afb702086fe44f575499e20efe0ef5", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36050, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers issues with a few superficial topic overlaps (tokenizers, Qwen, memory, Flash Attention). None of the soft pairs look like the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the clearest self-contained bug report: a concrete AutoTokenizer regression with a specific failure mode and likely broader impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory problems, but one is RT-DETR GC/memory retention and the other is SAM3-LiteText overflow; different models and failure modes." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizers, but one is a v5 decoder-type mismatch and the other is AutoTokenizer ignoring tokenizer.json; distinct bugs." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Both are loading/import errors, but one is a mistral_common import breakage for Gemma 4 and the other is protobuf exception handling hiding tokenizer errors." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 tests failing is unrelated to void segmentation map processing in an image processor." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 producing wrong outputs is a model-inference bug, not the same as RT-DETR memory not being released." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training/control-flow issues." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check and Wav2Vec2 save_pretrained/tokenization failures do not share the same code path." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer loss and DeepseekV3MoE divergence are different architecture/implementation mismatches." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are both tokenizer issues, but not the same defect." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates and Whisper empty-transcription generation after align_special_tokens are related only loosely." + }, + { + "left": "issue:27957", + "right": "issue:29942", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Flash Attention 2 test failures are not the same concrete bug." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box error messaging and MacOS CLIP bus error are entirely different problems." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Wrong/nonsensical Siglip2 outputs and SAM3-LiteText memory overflow are unrelated failures." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 long OCR input index errors do not match." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer NER padding/truncation crash are different components." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box validation messaging and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty transcription after token alignment are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2.5-VL import and a generic dependency issue are not the same underlying problem." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct TP OOM and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and bfloat16 dtype mismatches affect different subsystems and code paths." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are separate model/config issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import warning for local paths with trailing slash and gradient checkpointing eval-mode restrictions are not duplicates." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/OOM, but one is TP load OOM for a specific model and the other is int4 CUDA reserved-memory regression." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3.5 CPU-offload rotary embedding incompatibility are different regressions." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "JSON-loaded list handling in rope validation and missing apply_rotary_pos_emb decorator are unrelated rope-related bugs." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP crash are different image-processing/training failures." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding_window issue are separate configuration/runtime problems." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and category-count overflow are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings with sliding-window attention are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 31, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42796", + "issue:42907", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43611", + "issue:43646", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:43262|issue:44206", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:44743|issue:44811", + "issue:45588|issue:45600", + "issue:43646|issue:44077", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:33290|issue:34567", + "issue:44062|issue:45907", + "issue:43381|issue:43873", + "issue:44442|issue:44898", + "issue:45003|issue:45440", + "issue:43723|issue:45479", + "issue:43761|issue:44079", + "issue:42175|issue:46234", + "issue:42490|issue:44743", + "issue:43316|issue:43525", + "issue:34689|issue:43611", + "issue:43720|issue:44442", + "issue:43232|issue:43388", + "issue:43931|issue:45216", + "issue:43761|issue:44188", + "issue:44077|issue:44479", + "issue:43493|issue:43827", + "issue:42907|issue:45698", + "issue:44442|issue:45803", + "issue:42796|issue:45290", + "issue:44987|issue:46178" + ], + "prepared_review_unit_hash": "f72f3311db0082962a8e7c74cfa28deacfa61a42a3b1f60ea8a857ce4a307b3e", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36533, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated single-bug reports across different models and subsystems, so none of the soft candidate pairs looks like a true duplicate. The broadest representative issue here is the save/load regression in issue:45698.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45698 is the broadest, most reusable representative in this set: a high-discussion, cross-cutting from_pretrained/save_pretrained bug with inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 best fits as the cluster representative because it is broad, actionable, and already shows strong user impact/engagement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different audio-related failures: chat-template sampling-rate defaulting vs an unsupported `center` argument in `LasrFeatureExtractor`." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated models and bugs: Flash Attention 2 support for XLM-Roberta vs a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "Different code paths: Flash Attention support vs DeepSpeed/Adafactor OOM." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different generation/audio issues: Qwen recurrent-state reset vs Whisper `batch_decode()` skipping special tokens." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "One is a flash-attention crash on `s_aux=None`; the other is an auto-mapping reference to removed configs." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both involve model initialization, but the concrete failures differ: custom model init regression vs `patchtsmixer` allowing optional `post_init`." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM in optimizer/deepspeed is unrelated to a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different problems: optimizer memory blowup vs output embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Different subsystems: DeepSpeed/Adafactor memory issue vs TrainerState token counting not updating." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer `AddedToken(..., special=...)` argument duplication is unrelated to `list_repo_files` not forwarding `revision`." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors with different code paths." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer loading a speech tokenizer is unrelated to Perceiver image-classification resizing failures." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe `sys.modules` access in modeling utils is unrelated to DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to the zero-loss classification bug when `num_labels=1`." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIP hidden-states regression and `ModelOutput` key assignment are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging for TensorFlow in extras is unrelated to a missing `is_falcon_mamba_ssm_available` import utility." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API mismatches, but they affect different models and different missing attributes, so not the same bug." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but they stem from different compatibility breaks and different model classes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading is unrelated to a tokenizer loading failure." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing and metrics-label gathering are different distributed-training issues." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on loading a model is unrelated to an incorrect checkpoint saved by `save_pretrained`." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "A CLIP forward-output regression is unrelated to attention-kernel divergence under `torch.compile`." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "`post_init` policy in one model is unrelated to the video-input regression in Qwen variants." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift is unrelated to stale docs referencing removed pipelines." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load behavior, but one is dequantized model saving and the other is wrong module resolution on load; different underlying bugs." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading and a bare-except swallowing errors in Fuyu tensor conversion are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:45290", + "accept": false, + "reason": "Ministral BPE-marker handling and chat-template tool-call crashes are different tokenizer/chat-template bugs." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A v5 model-loading regression is unrelated to the missing `tensorflow_text` backend mapping error." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 32, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:43295", + "issue:43316", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43749", + "issue:43825", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:45137", + "issue:45584", + "issue:45632", + "issue:45759", + "issue:45803", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:43873|issue:44871", + "issue:43749|issue:43931", + "issue:44464|issue:46421", + "issue:43316|issue:45759", + "issue:43701|issue:46506", + "issue:44190|issue:44496", + "issue:43643|issue:44913", + "issue:44855|issue:45137", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:25251|issue:28282", + "issue:43550|issue:43701", + "issue:42617|issue:43575", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:45632|issue:46424", + "issue:16998|issue:22355", + "issue:27957|issue:32090", + "issue:44610|issue:46369", + "issue:43316|issue:43716", + "issue:43650|issue:46202", + "issue:43295|issue:44871", + "issue:42175|issue:43316", + "issue:45803|issue:46365", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:44871|issue:45584", + "issue:44077|issue:44534" + ], + "prepared_review_unit_hash": "5d1d827b1a8b499660065f703959ebaffd806d19b9ca57c012e4369086fe39a0", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35795, + "estimated_input_tokens": 8949, + "estimated_eval_tokens": 18154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated Transformers bugs spanning configs, loading, generation, distributed training, and multimodal processors. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates. The best representative issue is the detailed, open quantization/offloading report.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43873 is the most broadly relevant and actionable report in this set: it is open, detailed, and centered on a concrete offloading/quantization failure with clear repro context.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the strongest standalone issue to represent the cluster because it has substantial discussion, clear impact, and a specific reproducible code-path problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Different problems: quantized offloading behavior vs Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is a Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation output inconsistency and chunked-prefill recompilation are related settings but not the same bug path." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both concern config API behavior, but one is a Gemma3TextConfig discrepancy and the other is unwrapping text_config for composite Qwen configs." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure in a script is unrelated to an unrecognized model/config.json error." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config persistence, but trust_remote_code field loss is a different issue from GPTNeoXConfig rotary_pct reloading correctly." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing error and DeepSpeed ZeRO3 deque underflow are separate failures." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils symbol is unrelated to kernels v0.15 breaking transformers.pipelines import." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is not the same as a pipeline v5 translation-task error message issue." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "top_k output nesting in pipelines is unrelated to an ImportError about missing PyTorch." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is unrelated to checkpoint resume key mismatch." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py startup failure and Qwen2 tensor-parallel OOM are different parallelism problems." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to resume_from_checkpoint key handling." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM and MobileLLM key error are distinct model-loading failures." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "trust_remote_code cache path collisions are unrelated to cache max length being honored only for quantized cache." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length behavior for DeBERTa-V3 has nothing to do with missing transformers.onnx." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to a Trainer NoneType broadcast error." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Processor image-size mismatch and SAM memory overflow are different model/runtime issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Composite config API discrepancy and image-preprocessor dtype mismatch are not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder issue title and Gemma pipeline roundtrip failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma eos_token_id list-vs-scalar inconsistency." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging backend selection is unrelated to a config API discrepancy." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu processing is unrelated to importing Trainer failing because of datasets." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe is unrelated to batched apply_chat_template crashing with padding=False." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 being broken and a janus generate-images test failure are different model/test issues." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to Whisper empty transcription generation after align_special_tokens." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer is unrelated to non-persistent buffers being filled with junk in v5." + } + ] + }, + "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": 20, + "review_unit_index": 33, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43646", + "issue:43673", + "issue:43688", + "issue:43761", + "issue:43931", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44496", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46234", + "issue:46369", + "issue:46421" + ], + "soft_pairs": [ + "issue:43065|issue:44617", + "issue:45803|issue:46170", + "issue:44871|issue:46050", + "issue:41950|issue:43475", + "issue:43404|issue:43441", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43761|issue:44479", + "issue:45127|issue:45200", + "issue:43388|issue:43688", + "issue:43673|issue:44743", + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:44734|issue:45406", + "issue:44617|issue:45584", + "issue:43673|issue:46421", + "issue:43525|issue:43531", + "issue:44792|issue:44977", + "issue:45381|issue:46369", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:44792|issue:45600", + "issue:45563|issue:45584", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:35141|issue:42490", + "issue:44479|issue:44734" + ], + "prepared_review_unit_hash": "f1886b81d3bd8ecdd77ce9d42309f2a1ab9e448508b5aec66b6845118bd4b840", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36288, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it contains many unrelated Transformers issues across model loading, configs, generation, vision/video, SAM3, and backend/import paths. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good canonical representative because the cluster is heterogeneous and the soft pairs are mostly false positives across different subsystems and models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Both are SAM3-related, but one is about a dummy Conv2d in Sam3PixelDecoder while the other is a CUDA OOM in Sam3Video; different failure modes and code paths." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated bugs: one is a broad bare-except in FuyuBatchFeature tensor conversion, the other is a Windows ROCm import/dependency issue involving torch.distributed." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Different problems: Gemma eos_token_id config inconsistency versus quantized model save/load breakage after sinq." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup and Sam3VisionEncoderOutput missing attribute are separate bugs in different pipelines/components." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 tied lm_head weights and Ministral-3 FlashAttention failure are distinct model-specific issues with different root causes." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General custom model initialization regression is not the same as GPTNeoX rotary_pct resetting on reload; one is broad, the other is a specific config field persistence bug." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading failures for tokenizer/model APIs are different from an unrecognized-model config missing model_type." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to the Qwen2.5/3/3.5 video input regression." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocabulary on tied embeddings is a different change path from Gemma 4 mm_token_type_ids defaulting behavior." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "One is batch gathering dropping tuple labels; the other is auxiliary loss normalization in MoE models. Different training-time bugs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in v5.0.0 during chunked prefill is not the same as recurrent states resetting when seq_len>1." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx and a backend registry error for tensorflow_text are unrelated configuration/import issues." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field handling for Beit preset loading is separate from from_pretrained selecting the wrong custom module after save_pretrained." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection and missing is_falcon_mamba_ssm_available are different import-utils/backend availability bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serving KV-cache continuation tensor indexing and Gemma4Processor missing _tokenizer are separate serve failures with different causes." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "SAM3 video OOM is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/chunked prefill, but one is missing GenerationMixin cache and the other is lazy cache initialization causing recompilation; different bugs and fixes." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config missing pad_token_id is not the same as Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A failed janus image-generation test is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen2.5-VL video position ids regression and SAM3-LiteText memory overflow are unrelated model-specific issues." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight shape mismatch in Qwen3-VL-30B-A3B is a load-time incompatibility, while the Qwen3-Next issue is an incorrect tied-weights warning tying the wrong parameters." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and missing load-balancing loss when output_router_logits=False are unrelated code paths." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus generate-images test failure and stale auto_mappings references to removed Sam3LiteText configs are not the same issue." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate stale warning about num_return_sequences is unrelated to Whisper empty transcription failure." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training script and loading a multimodal model preset are different loading paths with different causes." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffers filled with junk and GPTNeoX rotary_pct reloading are different persistence bugs." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Token embedding resizing reinitialization and import warning for local model paths ending with a slash are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen video input regression and serve KV-cache continuation indexing crash are separate regressions in different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 34, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:41720", + "issue:42796", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43976", + "issue:43994", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44464", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369", + "issue:46489" + ], + "soft_pairs": [ + "issue:43827|issue:43994", + "issue:44855|issue:45588", + "issue:43065|issue:44610", + "issue:41720|issue:45245", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:44617|issue:46369", + "issue:44521|issue:45381", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:25251|issue:27957", + "issue:44779|issue:46489", + "issue:43335|issue:44190", + "issue:44462|issue:45907", + "issue:42796|issue:44521", + "issue:45632|issue:46234", + "issue:44112|issue:45600", + "issue:44737|issue:45803", + "issue:43116|issue:44190", + "issue:44938|issue:45542", + "issue:43295|issue:45276", + "issue:45276|issue:45584" + ], + "prepared_review_unit_hash": "55e79cef42957a06384917f4a831f6f56f29515874943817fadbca7c47ab182f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34849, + "estimated_input_tokens": 8713, + "estimated_eval_tokens": 17682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set; only the two DeepSeek tokenizer regressions look like the same underlying v5+ tokenizer bug. No PRs are present in the cluster.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44779 is the broader DeepSeek tokenizer regression report, while issue:46489 is a narrower follow-up that explicitly identifies a gap in PR #44801's fix; together they describe the same tokenizer breakage on v5+.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best anchor for the duplicate set because it states the general regression clearly and can subsume the more specific DeepSeek-Coder v1 follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs/pipeline-removal reference issue vs a model/pipeline output-quality bug; different underlying problems." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import/IndentationError in DebertaV2 vs flash-attention crash on sink-less models; unrelated code paths." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv vs OmDet-Turbo processor/model image-size mismatch; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert during auto device mapping vs category-count limit error; different failure modes and causes." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing/nonexistent import from image_utils vs Qwen3.5 chat crash; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch vs stale warning for num_return_sequences; not the same concrete bug." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "OOM in Sam3Video vs memory overflow in sam3-litetext; same family name but different model and scenario." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "apply_chat_template assistant mask bug vs Qwen2.5-VL video vision_position_ids bug; different multimodal logic." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization vs GPTNeoXConfig reload resetting rotary_pct; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support/load failure vs Python 3.13 parsing/import error; different issues." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs example script dataset loading problem; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Optional post_init restriction vs strict config loading for granite_speech; both config-related but not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with tied embeddings collapse vs incorrect visual encoder keys on save_pretrained; different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input ValueError vs serve KV-cache continuation tensor indexing crash; unrelated." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting bug vs XLMRoberta Flash Attention 2; no shared underlying change." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek tokenizer regression on transformers v5+; 46489 is a narrower follow-up to PR #44801's incomplete fix." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs image-classification dataset loading failure; unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json vs list_repo_files revision forwarding; different APIs and bugs." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling vs multimodal assistant-mask generation; unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Local-model cache-path collision vs missing import_utils helper; unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech stale CI test vs Sam3LiteText auto_mappings CI break; both touch CI, but not the same underlying issue." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device-placement bug vs bare-except error swallowing in FuyuBatchFeature; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification example returning empty results vs no-trainer image-classification dataset loading; different scripts and failures." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure vs TensorFlow backend detection error when only tensorboard is installed; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "processor.tokenizer regression vs gemma4 embedding resize propagation bug; different model code paths." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize_token_embeddings propagation bug vs Whisper empty-transcription generation failure; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly related pair is issue:44779 and issue:46489, which both describe the DeepSeek tokenizer regression on transformers v5+ and the follow-up gap in PR #44801. The note that no PRs are present is also correct. The other soft-edge rejections are conservative and do not overclaim identity from weak title similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 35, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:28282", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43404", + "issue:43479", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44496", + "issue:44683", + "issue:44734", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:46082", + "issue:46121", + "issue:46123", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:43404|issue:45216", + "issue:45245|issue:45584", + "issue:36246|issue:41628", + "issue:46082|issue:46121", + "issue:45632|issue:46421", + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:44683|issue:45446", + "issue:42175|issue:44279", + "issue:44246|issue:45003", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:44964|issue:45600", + "issue:43673|issue:46424", + "issue:43643|issue:44496", + "issue:43854|issue:44964", + "issue:43650|issue:44220", + "issue:44112|issue:44964", + "issue:44016|issue:44220", + "issue:27957|issue:35141", + "issue:43479|issue:45375", + "issue:43531|issue:45600", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:46123|issue:46369", + "issue:43526|issue:43901", + "issue:28282|issue:35141", + "issue:32090|issue:35141" + ], + "prepared_review_unit_hash": "e85ad0791153ed1fe4ea431e68df76ce7a32c02b797e5d39177d8b22e0d9ffdc", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36124, + "estimated_input_tokens": 9031, + "estimated_eval_tokens": 18318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers bug reports, not true duplicates. All soft pairs should be rejected; they only share broad themes like imports, cache behavior, or multimodal models. If one issue has to stand in as the best representative, issue 46424 is the clearest concrete runtime bug, but it is not a duplicate target for the rest.", + "confidence": 0.96, + "canonical_issue_reason": "No tight duplicate cluster emerges from these items. If forced to pick one representative issue, 46424 is the most concrete and actionable cache-path bug, with a clear behavior regression and a focused code path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46424 is the strongest standalone report here: it describes a specific, reproducible cache configuration bug rather than a vague import/model-loading failure or a test/doc issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both mention model weight tying/saving, but they are different models and different failure modes, so not the same underlying bug." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Completely different problems: category cardinality error versus Whisper empty-transcription handling." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different modules; not one shared defect." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "One is LlamaConfig head_dim validation, the other is rope-parameter JSON handling; unrelated code paths." + }, + { + "left": "issue:45632", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache, but one is a trust_remote_code path collision and the other is chunked-prefill recompilation behavior." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different import breakages in different modules; no shared concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to server KV-cache tensor indexing." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Same flex_attention area, but one is a torch>=2.9 failure and the other is a version-check/import guard bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is a missing TensorFlow backend in extras install, the other is a vague dependency issue; too broad to be the same bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance regression and unsafe sys.modules access are distinct issues." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer registration/read error and CPU-vs-CUDA output divergence are different defects." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup bug versus a notebook syntax error; no duplication." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading failure and stale auto_mappings references are different problems." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is missing cache in chunked prefill and the other is max_cache_length being ignored except for quantized cache." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is unrelated to unrecognized model_type handling." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model-load failures with different repros and likely different fixes." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No meaningful overlap; one is a placeholder title and the other is an audio feature extraction bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is not the same as a Phi-4 multimodal loading bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to _torch_extract_fbank_features." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta and post_init reinitialization after resize_token_embeddings are different code paths." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different config bugs: default sub-config initialization versus a missing field dropped by strict validation." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and removed auto_mappings references are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma embedding resize mismatch are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility failure is unrelated to a specific model-loading regression." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Final partial-batch dropping results and sam3-litetext memory overflow are different symptoms and likely different fixes." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Processor label reduction bug and stale docs are not the same underlying issue." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError due to missing PyTorch is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer gpu_broadcast_one NoneType error is a different failure mode from token embedding resizing." + } + ] + }, + "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": 20, + "review_unit_index": 36, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:38175", + "issue:41950", + "issue:42796", + "issue:42907", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45083", + "issue:45103", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46209", + "issue:46399", + "issue:46424", + "issue:46506", + "issue:46515" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:43441|issue:45588", + "issue:44016|issue:44062", + "issue:44496|issue:45042", + "issue:45083|issue:46506", + "issue:43299|issue:45216", + "issue:43673|issue:44336", + "issue:44792|issue:46424", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43901|issue:44496", + "issue:42796|issue:43650", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:44279|issue:46515", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:44242|issue:45200", + "issue:45103|issue:45372", + "issue:46082|issue:46399", + "issue:43299|issue:45357", + "issue:44279|issue:45405", + "issue:43650|issue:46209", + "issue:38175|issue:44617", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:44521|issue:45325" + ], + "prepared_review_unit_hash": "6a4b4fe4847bf9e1d8338873bab2c637654698847042864d04063f7c0ed9e39f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35991, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports with only superficial lexical overlap (many model- or subsystem-specific regressions, import errors, and docs bugs). No soft pair looks like the same underlying bug/change, so there is no strong duplicate cluster here.", + "confidence": 0.3, + "canonical_issue_reason": "No true canonical duplicate emerges from this heterogeneous set; if one must be chosen, issue 44521 is the broadest and most active representative (open, higher inbound references/discussion), but it is not a genuine duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best representative by activity and cross-references, but the set is too diverse to treat it as a real canonical bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family mention, but one is about saving dequantized Ministral models and the other is a FlashAttention load/runtime failure; different code paths." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is Ministral-specific and the other is a sink-less-models AttributeError in `integrations/flash_attention.py`; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs tokenizer `AddedToken` argument collision; unrelated failures." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config vs image processor torchvision dependency issue; different underlying problems." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different models and different failures: a helper-length calculation bug vs CPU/CUDA result divergence." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is model loading and the other is incorrect `save_pretrained` checkpoint output; not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache/missing GenerationMixin issue vs ANSI escape output in loading_report; unrelated." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure vs cache-length semantics; no shared code-path or bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but for different symbols/modules and different root causes." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version compatibility regression vs vague dependency issue; too broad and not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode guard vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs wording mismatch vs model-loading config error; no overlap in underlying defect." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs nonspecific low-signal issue title; no duplicate evidence." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize bug vs Whisper empty-transcription generation failure; different code paths." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both concern model config/loading, but one is an unrecognized model type and the other is `from_config` not unwrapping `text_config`; distinct bugs." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency complaint vs torch 2.4.1 incompatibility; not the same concrete issue." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling vs a model config warning about `tie_word_embeddings`; unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen/BLIP-style save/load issues, but one is dtype propagation in BLIP2 loading and the other is Qwen3.5 checkpoint serialization; not mergeable as one fix." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Moe load-balancing loss gating vs Gemma 4 multimodal token-type defaults; different model behaviors." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation parsing crash vs missing `ReasoningEffort` import breaking Gemma 4 processor loading; unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation vs Qwen3.5 rotary-kernel registration error; different components and failure modes." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same family of Qwen models, but loading failure vs incorrect visual-encoder keys during save; separate regressions." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs a specific minimum PEFT version bump; not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Low-information issue title vs FP8 inference on B200; no evidence of sameness." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Siglip2 zero-probabilities bug vs Sam3Video OOM; completely different issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Single missing import vs broad import errors after upgrade; one does not imply the other." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor lookup bug vs remote_code breakage; different subsystems and failure causes." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both touch multimodal helpers, but one is assistant mask generation and the other is rope-index scaling for Qwen2.5-VL; different concrete 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": 20, + "review_unit_index": 37, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33290", + "issue:39692", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43653", + "issue:43723", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45276", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46082", + "issue:46512" + ], + "soft_pairs": [ + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:44779|issue:45812", + "issue:43976|issue:45405", + "issue:46082|issue:46512", + "issue:43299|issue:43854", + "issue:43479|issue:43525", + "issue:44297|issue:44462", + "issue:44466|issue:45276", + "issue:44016|issue:44291", + "issue:45081|issue:45907", + "issue:43441|issue:45834", + "issue:43653|issue:45593", + "issue:45600|issue:45712", + "issue:42994|issue:43317", + "issue:33290|issue:45656", + "issue:44623|issue:44749", + "issue:44623|issue:45397", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:45542|issue:45800", + "issue:44016|issue:45823", + "issue:42175|issue:43976", + "issue:43441|issue:44683", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43901|issue:43994" + ], + "prepared_review_unit_hash": "2af24d4cb4274dbb2b2f448365314dae0b39f7a96f7d507d9218979d8773295f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35898, + "estimated_input_tokens": 8975, + "estimated_eval_tokens": 18206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous; the soft pairs mostly share superficial keywords (tokenizer, loading, v5, deepspeed, docs) but describe different bugs, regressions, or cleanup items. I would not merge any of the proposed pairs.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the most concrete user-facing regression report among the set, but it is still not a true duplicate of the other tokenizer/model issues, so the cluster has no strong canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related regressions, but one is a processor/tokenizer API regression and the other is DeepSeek token ID corruption; different failure modes and likely different fixes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs/examples, but one is a SigLIP2 example with model/processor mismatch and quantization failure while the other is a pipeline docs wording mismatch." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated problems: video-classification processor lookup vs Gemma4 device_map forward mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different subsystems and bugs: compiled flex_attention on torch>=2.9 vs TensorBoard/TensorFlow backend installation issue." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths (DeepSeek tokenizer vs Granite AutoTokenizer IDs)." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility issue vs a PEFT version pin bump; no common bug." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "LlamaConfig head_dim validation and dtype staleness in from_config are separate config bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different underlying loader paths." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Distinct config initialization bugs in different model families; not the same underlying defect." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizer persistence/loading, but one is save_pretrained writing the wrong tokenizer_class while the other ignores tokenizer.json during AutoTokenizer loading." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different weight-serialization and resize_embedding behaviors; not the same code-path problem." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized model-loading TypeError." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash vs Hub list_repo_files revision forwarding; completely different APIs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral vs OCR index error in Kosmos2.5; unrelated bugs." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug vs D-FINE auxiliary loss logic; different components." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch repo maintenance/CI, but one is stale auto_mappings references and the other is leftover dummy classes; not the same change." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/offload, but one is saving a quantized model and the other is loading a dequantized model with device_map=auto; different failure points." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer.step calls; not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to a Chinese-language data-filtering performance regression." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained file emission bug vs gemma-4 zero3 from_pretrained failure; different code paths." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA rms_norm_eps precision mismatch and GlmMoeDsaIndexer torch.split return handling are separate issues." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks vs D-FINE auxiliary loss behavior; unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow dependency issue vs torch/transformers compatibility problem; different root causes." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow extra/backend packaging issue vs Python version support issue; not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different backend failures: Ministral FlashAttention vs compiled flex_attention on newer torch." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions affecting outputs, but one is CamemBERT masked-LM predictions and the other is DeepSeek tokenizer encoding; different models and fixes." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading issue vs ESM2 model breakage; too broad and not the same underlying defect." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs text about return_all_scores does not duplicate a SigLIP2 model/pipeline correctness regression." + } + ] + }, + "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": 20, + "review_unit_index": 38, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43299", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44734", + "issue:44857", + "issue:44871", + "issue:45003", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:46132", + "issue:46291", + "issue:46399", + "issue:46424", + "issue:46506" + ], + "soft_pairs": [ + "issue:43673|issue:43761", + "issue:46291|issue:46399", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44297|issue:45397", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44188|issue:44336", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:45103|issue:46399", + "issue:45561|issue:45563", + "issue:44246|issue:44496", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:43550|issue:46506", + "issue:43526|issue:45003", + "issue:41950|issue:44220", + "issue:44246|issue:44871", + "issue:42886|issue:46132", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44734|issue:46424", + "issue:44336|issue:46424", + "issue:45003|issue:45561", + "issue:44242|issue:44857" + ], + "prepared_review_unit_hash": "41e21d4b11a76370d121b66f946c47b040829bfaf968c179bd72f86ee73dee40", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36288, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly topical noise: the soft pairs share broad themes like import errors, model-loading regressions, or cache behavior, but they do not look like the same concrete bug or change. I would not merge any of the proposed soft edges.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a clear canonical duplicate here; the items span unrelated regressions across imports, model config, kernels, caching, docs, and testing.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a global representative for the whole set because the cluster is heterogeneous rather than one underlying bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but one is cache/chunked_prefill and the other is CLIP hidden_states output; different code paths." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "One is a pipelines import failure from kernels metadata, the other is a Qwen3.5 kernel registration crash; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import error vs Python version compatibility regression; unrelated failures." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different models and symptoms: missing pad_token_id vs a glm-4v-9b load failure." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and gemma-4 zero3 from_pretrained are separate issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs inconsistency and slow import performance are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Llama4Config pad_token_id and AutoConfig trust_remote_code field loss are different config bugs." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash do not share the same underlying code path." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to Python 3.9/3.10 compatibility." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and tensorboard-without-TF backend error have different causes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel divergence and ANSI escape leakage are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Loading report terminal formatting and a position_ids docstring bug are not the same issue." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both mention missing losses, but they affect different models and gating conditions." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring future-annotations crash and Qwen3.5 kernel registration are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist race in testing utils vs stale warning in paged generate; different subsystems." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Slow import performance and Gemma-3 EOS config mismatch are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access and gemma-4 zero3 loading are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is a LoRA/version compatibility problem and the other is a model-loading regression." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and Qwen3.5 chat failure are distinct failures." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sys.modules access in modeling_utils are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline misrouting to image processors and fbank feature extraction are different code paths." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown and EOS-token mismatch do not indicate the same bug." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior changes are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code leakage and GLM-5 RoPE implementation are not the same issue." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different packages: qwen2_5_vl processor export vs huggingface_hub offline helper." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they expose different APIs and failure modes." + }, + { + "left": "issue:44734", + "right": "issue:46424", + "accept": false, + "reason": "Server KV-cache continuation crash and cache max length config semantics are different cache bugs." + }, + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Terminal ANSI formatting and cache configuration are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist file race are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss gating and LwDetrImageLoss AMP/CUDA crash are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 39, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36246", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44295", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45584", + "issue:45600", + "issue:45656", + "issue:45685", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:46123", + "issue:46170", + "issue:46369", + "issue:46399", + "issue:46431", + "issue:46506" + ], + "soft_pairs": [ + "issue:43475|issue:46369", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:45859|issue:46399", + "issue:36246|issue:43596", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:43352|issue:45250", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:44038|issue:46506", + "issue:43262|issue:44246", + "issue:45412|issue:46123", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:44561|issue:46399", + "issue:45685|issue:46431", + "issue:44987|issue:45459", + "issue:44466|issue:45335", + "issue:44995|issue:45200", + "issue:45137|issue:45600", + "issue:43475|issue:43540", + "issue:44060|issue:44077", + "issue:45397|issue:45656", + "issue:43653|issue:44162", + "issue:44479|issue:46170" + ], + "prepared_review_unit_hash": "5e62a91e005f46f96859bf7517b921f564f2d8dc96881e96f8859024db9f605a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct regressions or feature gaps across Qwen, SAM, DeepSpeed, tokenizers, docs, and config handling. None of the soft pairs look like the same underlying bug/change, so all should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a reliable canonical duplicate target; the set is too mixed, with only loose theme-level similarity between a few embedding/tokenization reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the closest thing to a reusable representative because it sits in the token-embedding-resize subtheme, but it still does not cover the broader cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both involve SAM 3, but one is a missing output attribute in the vision encoder and the other is a memory overflow in sam3-litetext; different failures and code paths." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer correctness vs resize_token_embeddings not updating output embeddings; unrelated subsystems and symptoms." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer/read error is a model-state bug; the Chinese report is about a v4.57.3-to-v5.3.0 slowdown while filtering data. Not the same issue." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is CPU-offload incompatibility in rotary embedding and the other is a kernel registration/decorator crash. Different concrete bugs." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import error and a DeepSpeed ZeRO3 BertModel IndexError are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache bug vs removal of is_torch_fx_available breaking trust_remote_code; different code paths and causes." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model-family bugs." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific Nemotron FA2 unsupported error is not the same as a generic Flash Attention 2.0 topic." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs unsafe sys.modules access in modeling_utils; unrelated issues." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both mention DeepSpeed/ZeRO3, but one is Qwen3 MOE weight conversion and the other is an empty-deque IndexError. Not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading failure is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings/output_embeddings behavior and Whisper empty-transcription after align_special_tokens are different model-specific problems." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A token-embedding resize bug is not the same as a broad version-dependent tokenization change." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe video-input regression and PPDocLayoutV3 CPU/CUDA differences are separate multimodal issues." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and intermittent slow import are unrelated." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak on deletion and mask generation partial-batch dropping are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing strict field propagation in Qwen3.5MoeVisionConfig and from_config not unwrapping text_config are both config issues but different concrete failures." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection for granite_speech and a missing Qwen3.5MoeVisionConfig field are not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:46399", + "accept": false, + "reason": "A v5 removal breaking trust_remote_code and a Qwen3.5 rotary-registration crash are different regressions." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram failure in MOE and missing chat template in a processor are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Loading failure for a specific model and protobuf-error masking in tokenizers are different problem areas." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent tied-weight serialization and t5gemma resize_token_embeddings not updating decoder.embed_tokens are similar in theme only, not the same concrete bug." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache crash in GlmMoeDsa and Gemma 4 token-id defaults are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 empty-deque failure and CI breakage from removed Sam3LiteText configs are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different Qwen/SAM multimodal paths: one missing an output attribute, the other a video-processing ValueError." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and a double optimizer-step issue under DeepSpeed are different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are separate issues." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A Qwen video-input regression and a Windows/ROCm torch.distributed import problem 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": 20, + "review_unit_index": 40, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:42371", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45092", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421" + ], + "soft_pairs": [ + "issue:44368|issue:44977", + "issue:43906|issue:46202", + "issue:42886|issue:45229", + "issue:44995|issue:45588", + "issue:44483|issue:46202", + "issue:44368|issue:45563", + "issue:43065|issue:43408", + "issue:44188|issue:46202", + "issue:43931|issue:44368", + "issue:44877|issue:46170", + "issue:45987|issue:46082", + "issue:44188|issue:46421", + "issue:43065|issue:46123", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43232|issue:43673", + "issue:44749|issue:45310", + "issue:44869|issue:45356", + "issue:44871|issue:46132", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:44038|issue:44623", + "issue:28282|issue:30990", + "issue:42371|issue:45092", + "issue:43475|issue:45381" + ], + "prepared_review_unit_hash": "936de4a8c621aedbe28d642a57598c2be6367bd8db35584a419f2ffb74968a19", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35957, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a loose collection of Transformers bugs and regressions rather than true duplicates. They share broad subsystem themes (tokenizers, generation, model loading, v5 regressions), but the concrete failure modes differ enough that none of the soft pairs should be merged.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43646 is the broadest representative of the v5 initialization-regression theme and best serves as an umbrella issue among this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45092 is the most concrete and actionable report, with a specific model family and a clear failure mode tied to meta initialization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Different problems: a config warning about tied embeddings vs a flash-attention generation failure." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated bugs; one is a reproduction of an older issue, the other is a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are different failure modes." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: stale indexer cache on second forward vs flash_attention handling of s_aux=None." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection and tokenizer roundtrip failure are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A warning about tie_word_embeddings is not the same as stale num_return_sequences behavior." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both touch SAM3, but one is a dummy Conv2d placeholder and the other is a config/model-type mismatch warning." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to Gemma tokenizer roundtripping." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Weight-shape mismatch during model load is a different issue from the embedding warning." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading and Windows ROCm/torch.distributed import problems are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache length return type and LlamaConfig head_dim validation are separate bugs." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention caching/compile, but one is kernel divergence and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy layer definition in SAM3 is unrelated to a pipeline batch finalization bug." + }, + { + "left": "issue:45588", + "right": "issue:46170", + "accept": false, + "reason": "Flash-attention sink handling and Windows ROCm import dependency issues do not match." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but one is tokenizer_class metadata and the other is missing processor files." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError and a performance regression after upgrade are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization regression and ESM2 breakage are not the same concrete failure." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown and deepspeed double optimizer step are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission and optimizer stepping behavior are different code paths." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache related, but they describe different cache/update bugs." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance regression in filtering vs Qwen3.5 MoE from_pretrained failure are not duplicates." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi tokenizer regression are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "EOS token config inconsistency and AttentionInterface.register behavior change are different issues." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are not the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are too unspecific to be duplicates." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 vision encoder attribute error and trust_remote_code config field loss are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading and processor save_pretrained file output are different failures." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers loading hang are distinct problems." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-initialization incompatibility are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM3 video encoder attribute error and Qwen2.5-VL vision_position_ids bug are different model-specific issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 41, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43504", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44792", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46202", + "issue:46326", + "issue:46399" + ], + "soft_pairs": [ + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:45406|issue:46202", + "issue:45310|issue:45375", + "issue:43723|issue:46326", + "issue:42994|issue:43525", + "issue:43784|issue:46399", + "issue:42673|issue:43704", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:44964|issue:45137", + "issue:45081|issue:45103", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:36010|issue:41628", + "issue:42831|issue:44222", + "issue:46077|issue:46123", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:42175|issue:44933", + "issue:43976|issue:44933", + "issue:43377|issue:44242", + "issue:30990|issue:35141", + "issue:43278|issue:45137", + "issue:42898|issue:44568" + ], + "prepared_review_unit_hash": "5b78ae1e185481f287e119ca32c9176666e70c49e68f61ff5b689eab3544d738", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36334, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet contains two clear duplicate issue pairs overall: the surfaced soft-edge pair 42673/43704, and an additional exact-title pair 45310/45478 that also looks like a true duplicate even though it was not included in the soft edges. Most other candidates share a subsystem or model family but do not look like the same concrete bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is an exact duplicate anchor, older than 43704, and has the richer discussion record. It also represents one of the two clear duplicate pairs visible in the packet.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest overall issue candidate for triage because it is a clean duplicate representative with the most context. The packet also contains another exact-title duplicate pair, 45310/45478, but 42673 is still the better canonical anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they target different missing symbols in different modules, so they do not look like the same bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is about a missing config field and the other is a from_pretrained loading error; not the same concrete defect." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both involve Gemma-related loading/tokenization behavior, but the symptoms are different enough that they do not look like one bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "These mention the same general Qwen3.5 MoE area, but one is a from_pretrained error and the other is a missing vision config field." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and continue_final_message for mistral_common are different code paths and symptoms." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "One is a quantized model saving failure, the other is a missing config attribute on Llama4Config; they are not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "An import-time NameError in sentence-transformers and a Qwen3.5 kernel-registration crash are unrelated failure modes." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same VRAM-leak report for Qwen3ForCausalLM in multiple dataloader threads." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output corruption are different runtime problems." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is not the same issue as attention-kernel divergence under torch.compile." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure for a multimodal checkpoint and a DeepSpeed ZeRO3 deque error are different defects." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "A tokenizer regex patch crash and an auto_docstring AttributeError involve different subsystems." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different exported names and do not point to the same failure path." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output issues and an infinite loop on a specific image are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5/MoE/FP8-adjacent areas, but one is FP8 save_pretrained and the other is a from_pretrained loading error." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and a missing Qwen2.5-VL import are unrelated issues." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broader Qwen3 family, but the model/version and failure mode differ enough that this is not clearly one bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and a janus image-generation test failure do not share the same concrete defect." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import regressions, but they affect different APIs and different missing names." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both involve FP8, but one is an accuracy issue and the other is a save_pretrained issue; not the same bug." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction and final-partial-batch result dropping are unrelated behaviors." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "A packaging/backend dependency issue and leftover dummy-class cleanup are different maintenance problems." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config loading failure and a pytest-xdist file race do not share the same code path." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field preset loading and xdist capture-file racing are unrelated issues." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A testing-utils race and stale auto_mappings references are different bugs." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency installation and an image_utils import exposure problem are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility and an import exposure error are different failure modes." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Missing padding-mask support and omitted load-balancing loss are different model behaviors." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "SentenceTransformers loading stall and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Training/eval dtype mismatch and a ZeRO3 deque underflow are different failures." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes in v5, but one is cleanup-space semantics and the other is BOS/EOS insertion." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates uniqueness: the packet contains another exact-title pair, issue:45310 and issue:45478, which also looks like a duplicate candidate. Because the analyst only accepted 42673/43704 and then claimed there was \u2018only one pair\u2019 that looked like a true duplicate, the triage conclusion is not fully grounded. Several soft-edge rejections are plausible, but a few reasons go beyond the packet\u2019s evidence by asserting concrete defect differences that are not visible here." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 42, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42222", + "issue:42796", + "issue:42831", + "issue:42898", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44222", + "issue:44295", + "issue:44297", + "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:46132", + "issue:46209", + "issue:46231", + "issue:46431" + ], + "soft_pairs": [ + "issue:30333|issue:33290", + "issue:44623|issue:45310", + "issue:43479|issue:44869", + "issue:42222|issue:45200", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43723|issue:44568", + "issue:44016|issue:46231", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:42898|issue:44448", + "issue:44060|issue:45125", + "issue:44075|issue:46231", + "issue:45405|issue:45712", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:44297|issue:45656", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:44448|issue:46132", + "issue:42796|issue:43723", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:30333|issue:36331", + "issue:30333|issue:35141", + "issue:22355|issue:28282", + "issue:46209|issue:46431", + "issue:45245|issue:46132" + ], + "prepared_review_unit_hash": "811e1ffa6f9c6d4e5fde23a4257ae52c9c7ee6e6e404bec18362b5dc3dc96a94", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37096, + "estimated_input_tokens": 9274, + "estimated_eval_tokens": 18804 + }, + "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: tokenizer regressions, model-loading/import errors, training/runtime bugs, docs/notebook problems, and FP8/deepspeed edge cases. The soft-similarity links do not indicate true duplicates, so all soft edges should be rejected.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45812 is the clearest high-impact, well-scoped bug report in the set: a broad silent tokenizer regression affecting all Granite models, with a concrete symptom and likely actionable fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone issue for triage because it describes a clear, broadly affecting regression with strong user impact and a specific failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow failure reporting vs deepspeed Adafactor OOM are unrelated training bugs with different symptoms and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "processor.save_pretrained missing files and Qwen3.5 Moe from_pretrained failures are different APIs and different regressions." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug and Whisper timestamp decode crash are unrelated model/config vs decoding issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids defaulting are different model-family problems." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config initialization with None and ModelOutput key assignment are unrelated code paths." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behavior and different model families; not the same underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and missing BOS/EOS insertion are distinct tokenizer bugs with different fixes." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter mismatch are not the same issue." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method and remote-code checkpoint/meta-init incompatibility are different multimodal failures." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError and missing Qwen2.5-VL import are separate import/dependency problems." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve and auto_docstring annotation crash are unrelated subsystems." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 tokenizer regressions, but the affected models and failure mechanisms differ; not mergeable as one fix." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "clean_up_tokenization_spaces behavior and Kimi codec-handling regression are distinct tokenizer issues." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer read error and double optimizer-step in deepspeed are unrelated runtime bugs." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup behavior and Pegasus v4/v5 output differences are different regression reports." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are separate Qwen model-class issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "SGD args ignored is a behavior bug; the other item is only a docs parameter-name mismatch." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained behavior and tokenizer_class metadata mismatch are different save-pretrained bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Nonexistent image_utils import and dummy-class cleanup are unrelated repository hygiene issues." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 with XLMRoberta and MLflow failure reporting are entirely different subsystems." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failure and Llama 3.2 Vision model loading break are unrelated issues." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression and AttentionInterface.register behavior change are separate code paths." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer load failure are both tokenizer-related but not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 moe save_pretrained and processor.save_pretrained missing files involve different object types and failure modes." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy loss and processor save_pretrained missing files are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default config initialization and non-persistent buffer junk filling are different initialization bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job-failure reporting and CustomTrainer.compute_loss signature break are unrelated trainer bugs." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure reporting and embedding resize reinitialization are unrelated issues." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch for AutoModel are different ImportErrors with different causes." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference on B200 and missing chat template in processor are unrelated issues." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error and AttentionInterface.register behavior change 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": 20, + "review_unit_index": 43, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44038", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44734", + "issue:44829", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209", + "issue:46305", + "issue:46328", + "issue:46421", + "issue:46424" + ], + "soft_pairs": [ + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:43475|issue:46305", + "issue:43122|issue:46209", + "issue:43723|issue:44977", + "issue:45381|issue:46305", + "issue:45071|issue:46082", + "issue:43232|issue:46424", + "issue:44206|issue:45103", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:44734|issue:46421", + "issue:43232|issue:45834", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44190|issue:46082", + "issue:43723|issue:44871", + "issue:44483|issue:45406", + "issue:44279|issue:46328", + "issue:44263|issue:44360", + "issue:42907|issue:46050", + "issue:30990|issue:38175", + "issue:44261|issue:45092", + "issue:45092|issue:45357", + "issue:43644|issue:46305", + "issue:42831|issue:45310", + "issue:44829|issue:46002", + "issue:44263|issue:44373", + "issue:43479|issue:44913", + "issue:42831|issue:44038" + ], + "prepared_review_unit_hash": "db72b15cc94c5fb6e6a2c74034de18ab0918d772b570ff3a15dc35e8c9e05c83", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36396, + "estimated_input_tokens": 9099, + "estimated_eval_tokens": 18454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span many unrelated Transformers bugs and regressions (imports, tokenization, quantization, cache, generation, save/load, and model-specific failures). The soft pairs are mostly superficial keyword matches, not the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single issue is a valid canonical representative because the cluster contains unrelated reports rather than one duplicated defect.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global canonical choice for the same reason: the items do not converge on one concrete bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures: AutoImageProcessor vs is_offline_mode; unrelated APIs and code paths." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs Qwen3.5 from_pretrained failure; different layers of the load/save stack." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 vision encoder attribute error vs Moonshine streaming mask off-by-one; unrelated models and bugs." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer version behavior change vs FP8 inference failure on B200; no shared underlying defect." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading issue vs Qwen3.5 flash-attention generation bug; different failure modes." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs Moonshine streaming window off-by-one; distinct mechanisms." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs LlamaConfig head_dim validation; separate config behaviors." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation sync_gpus kwargs bug vs cache max_cache_length semantics; different cache/generation paths." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "LaserFeatureExtractor center-arg crash vs auto_docstring AttributeError from annotations; unrelated code." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs max_shard_size default question; not the same issue." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value bug in a DSA indexer vs remote-code checkpoint meta-init incompatibility; unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46421", + "accept": false, + "reason": "serve KV-cache indexing crash vs cache lazy-init recompilation; different cache problems." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus vs Kosmos2.5 long-OCR index error; no shared code path." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring error for position_ids vs GLM-5 RoPE implementation discussion; documentation vs implementation." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer read error vs processor.save_pretrained missing files; separate serialization issues." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Example script cannot load local dataset vs LlamaConfig head_dim validation; unrelated problems." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading issue vs Gemma-3 eos_token_id config mismatch; different tokenizer/config bugs." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions request rejection vs Gemma4Processor missing _tokenizer; unrelated server/processor failures." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue vs padding inefficiency in SequenceFeatureExtractor; not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return values vs missing ReLU in DSA indexer; distinct implementations and symptoms." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Failed dequantized save on Ministrals/Devstrals vs sinq quantized model round-trip breakage; different quantization paths." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs zero probabilities in siglip2-base-patch16-224; unrelated model behaviors." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm eps precision issue vs InternVL2 meta-init incompatibility; different model families and fixes." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta-init incompatibility vs Qwen3.5 save_pretrained wrong visual encoder keys; both model-specific but not the same defect." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer junk filling vs Moonshine sliding-window off-by-one; unrelated bugs." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation vs Qwen3.5 MoE loading error; different failure classes." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "flash_attention_3 training collapse vs NaNs after checkout/init; both training-related but not the same concrete bug." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer torch.split bug vs wrong position_ids docstring; one is runtime behavior, the other documentation." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug vs GPTNeoXConfig rotary_pct not persisting on reload; separate config serialization 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": 20, + "review_unit_index": 44, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44060", + "issue:44117", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44368", + "issue:44373", + "issue:44488", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44945", + "issue:45278", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46132", + "issue:46305", + "issue:46369", + "issue:46402" + ], + "soft_pairs": [ + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:22355|issue:27957", + "issue:39401|issue:44568", + "issue:42796|issue:43122", + "issue:42757|issue:45278", + "issue:42831|issue:45753", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:22355|issue:28218", + "issue:44368|issue:46305", + "issue:43232|issue:45593", + "issue:42886|issue:42994", + "issue:43408|issue:46369", + "issue:43550|issue:46132", + "issue:43646|issue:46002", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:44295|issue:44297", + "issue:44188|issue:44373", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:43756|issue:44060", + "issue:44261|issue:44373", + "issue:42907|issue:43937", + "issue:43976|issue:44945", + "issue:41628|issue:45278", + "issue:39401|issue:44488", + "issue:43122|issue:44521" + ], + "prepared_review_unit_hash": "258fb2d7c38b2351e3bb292e66a7c879c9de05943455b8ffd61eafcfa7142f84", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36208, + "estimated_input_tokens": 9052, + "estimated_eval_tokens": 18360 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose semantic cluster of transformers issues, but the soft pairs are not true duplicates. They span distinct models, regressions, and code paths, so I rejected all soft merges and picked the broad import-regression issue as the best umbrella representative.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45278 is the broadest and most general report here: a multi-import regression after upgrading Transformers, which makes it the best umbrella issue among otherwise unrelated, model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most reusable representative for triage because it covers a broad class of import failures rather than a single model or narrow API quirk.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different regressions; not the same concrete failure." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but one is a model-type warning and the other is missing text-encoder weights; different bugs." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "One is a missing package/module import, the other is a Flash Attention model issue; unrelated code paths." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different models and behaviors: offset mapping vs special-token insertion." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Similar tokenization theme, but one is a specific BPE-marker handling bug and the other is a version-to-version tokenization regression; not the same issue." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The first is a specific missing import from huggingface_hub; the second is a broad upgrade-related import regression, not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy loss in FineGrainedFP8 is unrelated to a model-specific infinite loop on one image." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta and Sentence-Transformers loading stalls are different failure modes." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are different tokenizer/configuration problems." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "A missing transformers.onnx module and an added-token spacing bug are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:46305", + "accept": false, + "reason": "A tied-embeddings warning and a streaming mask off-by-one are different subsystems and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation keyword update logic and D-FINE denoising losses are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are different code paths." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Both involve Sam3, but one is a model mismatch warning and the other is a memory overflow; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and AttentionInterface.register behavior changes are distinct attention-related issues." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different problems." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI command and a NameError during sentence-transformers import are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split return-value issue do not share the same underlying bug." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping lookup returning None and AutoProcessor kwargs forwarding are separate from_pretrained issues." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration and tokenizer_class mismatch on save are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "A torch.compile attention-kernel divergence bug and a docstring typo are not the same issue." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang for Sentence-Transformers and a Mac bus error on CLIP are different runtime failures." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save failure and incorrect output under pipeline parallelism are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model configuration bugs: RoPE layer dropping versus incorrect tied-weights warning." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Layernorm epsilon precision bug and a docstring issue are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models and invalid GenerationConfig are separate issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version incompatibility and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import problems, but one is a single missing class import while the other is a broad multi-import regression; too different to merge." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "A wrong offset-mapping bug and a model-loading failure are different tokenizer/model behaviors." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Version-dependent tokenization changes and zero assistant masks in multimodal chat templating 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": 20, + "review_unit_index": 45, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42175", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45753", + "issue:46326" + ], + "soft_pairs": [ + "issue:44704|issue:45290", + "issue:42907|issue:44964", + "issue:43784|issue:45600", + "issue:43122|issue:46326", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:44625|issue:44829", + "issue:44038|issue:44295", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:43122|issue:44514", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:22355|issue:29159", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:36296|issue:43116", + "issue:42175|issue:44938", + "issue:43493|issue:45753", + "issue:22355|issue:29127", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:42673|issue:45072", + "issue:38617|issue:45278" + ], + "prepared_review_unit_hash": "45746de9ccbaf171ac8099715e20019936319d53c0b20916d979c9e5bce2c17a", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35170, + "estimated_input_tokens": 8793, + "estimated_eval_tokens": 17842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports. A few share broad themes (imports, tokenization, Qwen3.5), but none are close enough in symptom and code path to merge as duplicates; I would reject all soft edges.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45216 is the clearest, most actionable regression-style report with a specific model family, API, and version boundary, making it the best anchor candidate among this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest standalone issue because it states a concrete regression, clear repro scope, and an explicit version threshold.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both involve helper APIs, but one is cached_file kwargs and the other is chat-template tokenization with tool-call messages; different code paths and failures." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "One is about saving dequantized Ministrals/Devstrals, the other loading Phi-4-multimodal-instruct; same general area, not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers vs stale auto_mappings references to removed Sam3LiteText configs are unrelated import breakages." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is a v4-to-v5 tokenization regression and the other is continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mappings and assistant masks are different tokenizer outputs; these are separate multimodal/tokenization bugs." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label classification returning empty results is unrelated to Gemma 4 mm_token_type_ids propagation." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A DSA indexer ReLU discussion and GLM-5 RoPE implementation are not the same underlying defect." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "A Qwen3-VL-Moe regression and tokenizer_class metadata mismatch are separate problems." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Config propagation for Qwen3.5 num_labels is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe model loading and position_ids buffer access are different code paths." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3-related, but one is a model-type mismatch warning and the other is a missing attribute on vision encoder output." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and gguf_file loading failures are different model-file handling bugs." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "General tokenizer regression vs batched Qwen2_5_VLProcessor chat-template crash; same area, different failure." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe version regression and FP8 moe save_pretrained behavior are not the same concrete bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 on 5.4.0+, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading error; related, but not clearly the same defect." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import errors from transformers, but they concern different symbols and model families." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx and slow-vs-fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Two separate missing imports from different packages/symbols; no shared bug mechanism." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in eval and incorrect outputs under pipeline parallelism are different runtime issues." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training instability and an example script returning empty classification results are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "A missing tensorflow extra in pip install versus Python 3.14 load failure are separate installation/runtime problems." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 HF/JAX mismatch and Qwen3_5 infinite loop on a specific image are different model bugs." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Transformers.onnx import failure and a LayoutLMv3 error-message clarity issue are not the same issue." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight on UMT5Encoder load is unrelated to AutoProcessor kwargs not reaching cached_file." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong decoder type in v5 and DeepSeek tokenization output regressions may both be tokenizer-related, but they are distinct defects." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are separate components and failure modes." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage with Qwen3ForCausalLM in dataloader threads and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific layer_type_validation import error and a later broad wave of import errors after upgrade are not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 46, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:33453", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43116", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43611", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44188", + "issue:44291", + "issue:44355", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45083", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46231", + "issue:46328" + ], + "soft_pairs": [ + "issue:44188|issue:46328", + "issue:44355|issue:46231", + "issue:43611|issue:46002", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:42673|issue:42796", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:43673|issue:46328", + "issue:44291|issue:45071", + "issue:44466|issue:46002", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:44410|issue:45310", + "issue:45341|issue:45561", + "issue:45341|issue:46328" + ], + "prepared_review_unit_hash": "2ded21166dddd09f498de1a11329b6228a1e3b577a1d848b80515ed6505be5b7", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35917, + "estimated_input_tokens": 8980, + "estimated_eval_tokens": 18216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a set of mostly unrelated transformer bugs across tokenizers, model-specific loading/generation issues, training behavior, docs, and testing utilities. None of the soft-edge pairs look like true duplicates or the same underlying fix.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43611 is the clearest broad regression report in the set: it describes a concrete v5 model-loading failure tied to `base_model_prefix`, with a well-defined code path and wider potential impact than the more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best representative issue because it is a concrete, user-facing regression with a generic loading path and strong triage value.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Different subsystems and failure modes: attention-kernel divergence under `torch.compile` vs a performance issue in `SequenceFeatureExtractor.pad`." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Running compiled Python files is unrelated to a docs/parameter-name mismatch in `set_training()`." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with `base_model_prefix` is a different bug from NaNs in classification heads after checkpoint/init." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Empty multi-label classification results in an example script is unrelated to a SigLIP2 implementation discrepancy." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 control settings and a missing image-patch helper on a video/image processor are unrelated bugs." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different model families and code paths: vitpose loading breakage vs Ministral flash-attention failure." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but they point to different model variants and likely different `from_pretrained` failure paths; too broad to treat as one bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support regression is unrelated to a flex-attention import/version-check bug." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD arguments and `trainer.evaluate()` failing after training are different training bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Incorrect `save_pretrained` visual encoder keys is a save/serialization bug, not the same as a `from_pretrained` loading error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A multi-label example returning empty results is unrelated to an error message/doc pipeline task mismatch." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A helper-length calculation bug in `qwen3_omni_moe` is unrelated to a PyTorch version check in flex attention." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in dataloader threads and tokenizer BPE-marker handling are unrelated issues." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state corruption under FSDP/PEFT is a different code path from missing generation cache in chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid `GenerationConfig` and a stale warning for `num_return_sequences` are different generation bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer-related, but one is a general loading regression and the other is a Qwen3 offset-mapping bug; not the same defect." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to Gemma4 building causal masks for bidirectional attention." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "A tokenizer-mapping `None` handling bug is unrelated to a flash-attention attribute error on `s_aux=None`." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different symptoms (`offset_mapping` vs incorrect tokenization output)." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing `pipeline()` after removals is unrelated to the flex-attention PyTorch check." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak in multi-threaded dataloader use is unrelated to an isolated reproduction issue." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Missing generation cache during chunked prefill is unrelated to a feature-extractor padding performance issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "`init_empty_weights` argument handling and `PretrainedConfig` type checking are distinct initialization/type-system problems." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Inconsistent serialization of tied weights is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video-processor output shape is not the same as crashing in `AutoProcessor` without torchvision." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validity and flash-attention generation failures are different bugs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A release/version pin issue for PEFT is unrelated to a flex-attention import version check." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3-next projections and Qwen3.5 MoE `from_pretrained` errors are different model-architecture issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing-utils bug is not the same as an xdist race on `captured_info.txt`." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "Testing-utils behavior and feature-extractor padding performance 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": 20, + "review_unit_index": 47, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43937", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512" + ], + "soft_pairs": [ + "issue:43122|issue:46298", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:45071|issue:46512", + "issue:44829|issue:45216", + "issue:42222|issue:46178", + "issue:45362|issue:46328", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:42673|issue:43582", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:44484|issue:45310", + "issue:38617|issue:44220", + "issue:43937|issue:44496", + "issue:44933|issue:45278", + "issue:43066|issue:43122", + "issue:42371|issue:42831", + "issue:44410|issue:45478", + "issue:42222|issue:45542", + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:43097|issue:44493", + "issue:43673|issue:45341" + ], + "prepared_review_unit_hash": "70aa8c07870e8982f81cf57d4ec2fab65e5a06311cacc75c2c7f369b57243188", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35432, + "estimated_input_tokens": 8858, + "estimated_eval_tokens": 17972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of Transformers issues spanning import errors, tokenizer regressions, config/dtype mismatches, backend/package gaps, and model-specific bugs. The soft pairs are only superficially similar, so none look like the same underlying bug or change.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45278 is the best umbrella representative because it captures the broad version-upgrade/import-regression theme that recurs across several items, even though the cluster overall is still mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general and cluster-like issue here; it best represents the repeated v5 upgrade breakage pattern without being overly specific to one model or API path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization behavior regression vs a noisy logging issue; unrelated bug surfaces." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling is distinct from the Mistral regex/backend_tokenizer AttributeError." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking regression and stale config.dtype are separate dtype/config bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 training degeneration is unrelated to the Qwen3.5 save_pretrained checkpoint regression." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "vitpose model breakage and tensorflow_text backend registration are different failures." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Chat runtime crash for Qwen3.5 is unrelated to a SequenceFeatureExtractor.pad performance issue." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type warning for sam3 tracking is not the same as the MobileLLM key error." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and Apple Silicon warmup TypeError are different problems." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings warning is unrelated to MLA layernorm epsilon/config precision error." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a documentation parameter-name mismatch are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset_mapping bug and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "max_shard_size question and Qwen3.5 Moe from_pretrained error are different issues." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model/config.json failure are separate loader issues." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing import from image_utils is narrower than the broad post-upgrade import-error report; not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type may affect tokenization, but it is not clearly the same issue as differing tokenization output across versions." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 behavior control and FineGrainedFP8 accuracy are different numerical-behavior concerns." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 Moe from_pretrained error are unrelated model issues." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Broken vitpose models and an undefined tf backend from tensorboard-only install are different backend/package issues." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args ignored and optimizer.step being called twice under deepspeed are distinct optimizer bugs." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Generic /v1/chat/completions rejection and Qwen3.5-0.8B streaming failure are not the same concrete API bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Float32 warning during compile and Blip2 dtype fields staying float32 are separate dtype issues." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Missing TensorFlow backend in a torch extra install is unrelated to vitpose breakage." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and unexpected position-id keys are different v5 regressions." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "chunked_prefill cache regression and a testing_utils 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": 20, + "review_unit_index": 48, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:41628", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46231", + "issue:46298", + "issue:46369" + ], + "soft_pairs": [ + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:27957|issue:43352", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43931|issue:44410", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:44933|issue:46231", + "issue:45753|issue:46369", + "issue:45003|issue:45341", + "issue:43986|issue:45341", + "issue:43673|issue:46123", + "issue:43874|issue:44263", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:45440|issue:46172", + "issue:44261|issue:44485", + "issue:43986|issue:45372", + "issue:43531|issue:45341", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:43097|issue:45588", + "issue:43097|issue:46050", + "issue:44410|issue:45375", + "issue:43502|issue:43992", + "issue:44038|issue:44410", + "issue:42890|issue:46298", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:43097|issue:43873" + ], + "prepared_review_unit_hash": "92d74453a87a84b733721cba7ecc0e1e88b4e5e82200e09cfd0dfc55c52fb75b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37902, + "estimated_input_tokens": 9476, + "estimated_eval_tokens": 19208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous single-issue reports; the soft edges are false positives driven by broad keyword similarity (imports, Flash Attention, Qwen/GLM/DeepSeek names, etc.) rather than shared root causes.", + "confidence": 0.95, + "canonical_issue_reason": "No single duplicate anchor stands out because the items cover unrelated bugs. If forced to pick one representative issue, issue:43873 is the most engaged and broadly impactful standalone bug report, but it is not a true canonical duplicate for the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43873 is the strongest standalone issue in the set: open, high discussion/inbound references, and clearly framed as a real product bug. It is the best representative issue, though not a cluster-wide duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different bugs: a missing image-processor method vs an MLA layernorm precision/config issue." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated code paths: a torch.split indexer issue vs a GLM-5 RoPE implementation question." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both are import/type issues, but for different symbols and subsystems; not the same underlying defect." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking regression is unrelated to the TensorFlow/tensorboard backend import problem." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they affect different models and failure modes." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A doc/question about shard size is unrelated to a Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different failures: torch.split return semantics vs a DeepSeek tensor transpose bug." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to DeepSeek v4 tensor shaping." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family, but one is a model-loading weight mismatch and the other is missing projections in layer 0." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve FlashAttention, but one is model compatibility and the other is degenerate training behavior with FA3." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Similar model family, but one is a shape-mismatch load failure and the other is a distinct Transformers 5/Qwen3-VL-Moe bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "API removal for tie_embeddings is unrelated to gguf_file breaking tokenizer/model loading." + }, + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "A missing import and a docs parameter-name mismatch are not the same bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Qwen3_5 infinite-loop generation and SAM memory overflow are different model/runtime failures." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access is a runtime import issue; testing_utils has a separate small bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video model loading without torchvision is unrelated to the small testing_utils bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing during chunked prefill is not the same as MaskGenerationPipeline dropping the last partial batch." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different models and symptoms: missing GLM46V processor method vs torch.split return values." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A video-loading import failure is unrelated to a save_pretrained shard-size question." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both touch loading, but one is a tokenizer-mapping None bug and the other is a specific model load failure in v5.1.0." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "DeepseekV3MoE divergence and deepseek-v4 tensor transpose are different model-specific issues." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issues do not match GLM-5 RoPE implementation concerns." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Loading a video model without torchvision and a mistral_common import error breaking Gemma 4 are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Trainer/FSDP optimizer-state corruption is a different failure mode from Liger Kernel not being applied with model_init." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing names from different packages and releases." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config helper and a flash_attention.py s_aux AttributeError are unrelated code paths." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "The tie_embeddings removal regression is unrelated to quantized save/load breakage." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing attention projections in qwen3next and a silently dropped config field in Qwen3_5MoeVisionConfig are different bugs." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage and a missing embed_tokens.weight on UMT5Encoder are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe loading issues are distinct from qwen3next missing attn_qkv/attn_gate projections." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A nondeterministic test due to missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Duplicate AddedToken kwargs and TOKENIZER_MAPPING_NAMES returning None are different tokenizer-loading defects." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and likely different fix paths." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A v5 API removal issue is unrelated to quantization/offloading 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": 20, + "review_unit_index": 49, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44016", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:43986|issue:44117", + "issue:43986|issue:44016", + "issue:44938|issue:46178", + "issue:43992|issue:44484", + "issue:43066|issue:43906", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:42907|issue:44655", + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:45712|issue:46298", + "issue:42907|issue:45753", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:43352|issue:43976", + "issue:44162|issue:46172", + "issue:45584|issue:46365", + "issue:44380|issue:46132", + "issue:44380|issue:45479", + "issue:44077|issue:46365", + "issue:43064|issue:44380", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:42175|issue:46365", + "issue:42490|issue:43012", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:38617|issue:43502", + "issue:43208|issue:43526" + ], + "prepared_review_unit_hash": "275fa364392e8a46f0bd917f6217b97043f703725bc7523e75b074c66335af8b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36579, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated standalone issues across different subsystems; none of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No strong duplicate cluster is evident. If one issue must serve as an anchor, issue 43502 is the most concrete and broadly actionable standalone bug report among this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43502 is a good representative standalone issue because it has a clear reproducible behavior, broader user impact, and substantial discussion compared with the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Different failures: Trainer evaluation after training vs import failure tied to datasets installation." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated code paths: cached_file kwargs passthrough vs auto-docstring crash under future annotations." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Different bugs in different areas: GPT2 attention scaling vs cache lazy initialization recompilation." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video AutoProcessor/torchvision crash is unrelated to tokenizer mapping None handling." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "Different subsystems: AutoProcessor video loading vs notebook syntax error." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load issue is unrelated to undefined backend tensorflow_text." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to save_pretrained shard size behavior." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type is not the same as an isolated reproduction issue without matching details." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba SDPA compile failure are different model-specific problems." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch bfloat16 warning is unrelated to Bamba SDPA compile failure." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals is a different failure from saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Precision warning on compile is unrelated to tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline translation-task messaging and pipeline save_pretrained are unrelated issues." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes in dir(transformers) is not the same as a noisy logging message." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure and Qwen3_5 infinite loop are different bugs." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron FlashAttention support and GPT2 attention scaling under SDPA/FlashAttention are different code paths." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API and a noisy logging message are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support bug is unrelated to the Python 3.9/3.10 compatibility report." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage is unrelated to deepseek-v4 comb.to(dtype).transpose behavior." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty transcription failure is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling ignored in backends is different from AttentionInterface.register changing function behavior." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 SDPA/FlashAttention scaling bug is unrelated to degenerate zero-loss sequence classification." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy is unrelated to the Trainer import issue." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is a different training bug from GPT2 attention scaling." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained on MoE models and Qwen3.5 MoE from_pretrained errors are related by model family only, not the same concrete bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config vocab_size AttributeError is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging mismatch is unrelated to the Trainer import/uninstall-datasets report." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local path trailing-slash import warning is unrelated to the bfloat16 compile warning." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions request rejection and Qwen2_5_VLProcessor batched padding=False crash are different issues." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "bfloat16 precision warning and compiled flex_attention failure on torch>=2.9 are distinct backend problems." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to local_files_only still making API requests." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast reduce_labels returning one label 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": 20, + "review_unit_index": 50, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45698", + "issue:46077", + "issue:46082", + "issue:46172", + "issue:46298", + "issue:46365" + ], + "soft_pairs": [ + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:45698|issue:46172", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:42994|issue:44655", + "issue:42898|issue:43066", + "issue:36683|issue:43475", + "issue:44625|issue:46365", + "issue:43756|issue:44485", + "issue:43352|issue:43937", + "issue:45276|issue:46077", + "issue:43901|issue:44655", + "issue:43611|issue:44655", + "issue:36010|issue:42757", + "issue:36683|issue:44077", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:43352|issue:45593", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44625", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44355|issue:44855" + ], + "prepared_review_unit_hash": "2690d11b039c7435a0e69758a961972a9ff78fac065afda86a3ccd4b83f3cd0b", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36800, + "estimated_input_tokens": 9200, + "estimated_eval_tokens": 18656 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of Transformers issues with only superficial overlap around imports, save/load, and v5 regressions. The soft pairs mostly share broad wording but do not look like the same underlying bug or change.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45698 is the broadest and most central save/load regression in the set: it describes a concrete from_pretrained/save_pretrained failure, has strong discussion activity and references, and is more representative than the many model-specific or unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best single issue to anchor this cluster because it is actionable, user-facing, and covers a core serialization path that is closer to the cluster's recurring load/save regressions.", + "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 package boundaries, and likely different root causes." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "One is a CI break from stale auto_mappings references; the other is a noisy logging message. Not the same bug." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Save/load custom-module regression vs a DeepSeek tensor transpose bug; unrelated code paths." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention-related outputs, but CLIP attentions missing and GPT-2 attention scaling being ignored are different model/backend bugs." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Same model family, but one loses attentions and the other loses hidden_states; likely separate output-assembly regressions." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Regression loading Qwen3-VL/MoE models vs a feature request for FP8 inference support; not the same issue." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "API request validation failure and chat-template tool-call crash are different layers and different failure modes." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are model loading problems, but one is Qwen3-VL-MoE loading and the other is a sorted state_dict load error. Not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline save_pretrained failure are different serialization paths." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs wrong decoder type; related area, but not the same defect." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Two AttributeErrors on different model objects and different missing fields; no shared underlying change." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "A config propagation bug and an import-order issue with Trainer/datasets are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "RoPE-layer dropping in Smollm3 vs a GLM-5 RoPE implementation discussion; different models and concrete problems." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash-Attention support gating for Nemotron vs invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4 issues, but embedding resize propagation and attention-mask construction are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for a pipeline argument vs pipeline save_pretrained failure; not the same underlying issue." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base-model-prefix loading regression and pipeline saving failure are separate serialization bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and different dependency changes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute loss vs patchtsmixer post_init policy change; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are load/save problems, but one is state_dict ordering and the other is a Qwen3.5 checkpoint regression." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Different Python-version compatibility failures with no shared code path." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash-attention support issue and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Num-labels propagation and Gemma4 bidirectional attention are separate model-config bugs." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask construction and LlamaConfig head_dim validation are different config/runtime checks." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different config attributes missing on different models; too generic to be the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 checkpoint save regression are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different model config fields with no shared failure mechanism." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 weight-loading miss and Qwen3.5 MoE from_pretrained error are separate loading bugs." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption vs a typo in cache strategy docs/code; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A no_grad decorator request for cache updates and a broad import-error report are not the same defect." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling vs Trainer import breakage from datasets are different issues." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both mention import/runtime errors, but one is compiled Python files and the other is a Python 3.13 torch.jit parsing problem; not the same root cause." + } + ] + }, + "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": 20, + "review_unit_index": 51, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285" + ], + "soft_pairs": [ + "issue:43867|issue:45375", + "issue:43867|issue:46202", + "issue:44938|issue:45071", + "issue:36683|issue:43064", + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:36296|issue:43575", + "issue:43618|issue:44077", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:43618|issue:44857", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:42890|issue:44964", + "issue:42890|issue:45600", + "issue:42890|issue:44112", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:42548|issue:44351", + "issue:30333|issue:33453", + "issue:45125|issue:45375", + "issue:43010|issue:43232", + "issue:43502|issue:44222" + ], + "prepared_review_unit_hash": "bb5f9daee5b7dff778e1fbe04e37c0a206ee230298072fa11c84a6bee2b639e4", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36543, + "estimated_input_tokens": 9136, + "estimated_eval_tokens": 18528 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous. 45125 remains the best anchor because it names a concrete Qwen3.5 MoE tensor-parallel bug, but 45478 is only a plausible same-family loading regression from the title, not enough to accept as the same underlying issue.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45125 is the strongest canonical anchor because it identifies a specific failure mode (`_tp_plan` missing for Qwen3_5MoeForConditionalGeneration) and a concrete code path. It is also the closest topical neighbor to 45478, but the evidence is still too thin to treat that pair as a confirmed duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "45125 is the best global issue candidate because it is the most specific, actionable bug report in the set and the likeliest place a fix would land. The rest are either broader regressions, unrelated subsystems, or weaker title-only similarities.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both are loading-related, but one is a generic state_dict/load error and the other is a missing vision config field. Different bugs." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different symptoms and code paths: model load/state_dict handling vs Gemma pipeline roundtrip tokenization." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python-version load failure and PretrainedConfig type-checking breakage are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Missing `vocab_size` in Gemma3Config is unrelated to FSDP2/PEFT optimizer-state corruption." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import cost, but one is a specific import-* regression and the other is an intermittent slowdown report." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness from missing `set_seed()` is different from a pytest-xdist race on `captured_info.txt`." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A cache/layer `no_grad` change is unrelated to a broad complaint that v5 breaks too many models." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen/loader failures, but the titles point to different missing pieces: `embed_tokens.weight` vs a generic Qwen3.5 MoE `from_pretrained` error." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both are model-loading regressions, but one is a sorted-state_dict issue while the other is incorrect visual encoder save keys." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Generation kwargs handling and Python compatibility are unrelated issues." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP-related OOM on a specific model are not clearly the same failure." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions regression and `patchtsmixer` post_init validation are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch import missing vs tokenizer-loading regression are different root causes." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both touch CLIP, but they describe different structural regressions and different model variants." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions assignment and LwDetrImageLoss AMP/CUDA crashes are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage and `AddedToken` keyword collision are separate bugs." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky integration test and a model-load failure for Phi-4 multimodal are different issues." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Seed-related test instability is not the same as `auto_mappings.py` referencing removed configs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Test seed flakiness and CI device-override failure are different failures." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading regression and checkpoint reload after upgrade are related broadly, but not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained on MoE and missing `_tp_plan` for tensor parallelism are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory regression is unrelated to checkpoint reload incompatibility." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache/layer no_grad proposal and dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` command and AttentionInterface.register behavior change are distinct issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Network requests despite `local_files_only` and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "The titles are plausibly related, but the packet does not show enough evidence to confirm the same tensor-parallel loading failure; treat as possible duplicate only." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file loading errors and post-upgrade slowdown are different problems." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but they involve different missing exports and likely different fixes." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting and tokenizer loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing tensor-parallel plan for Qwen3.5 MoE is unrelated to a missing vision-config field." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/layer `no_grad` decoration and generation sync_gpus handling are different bugs." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network leakage and FP8 MoE save_pretrained are unrelated failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but the one accepted soft-edge verdict overstates the evidence available in the packet. From the titles alone, 45125 and 45478 look plausibly related, but not enough to confidently call them the same tensor-parallel loading failure. The wording should stay more conservative (e.g. \u2018possible duplicate / likely same model family issue\u2019)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 20, + "review_unit_index": 52, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209" + ], + "soft_pairs": [ + "issue:30990|issue:31795", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:33453|issue:34689", + "issue:44315|issue:44360", + "issue:27957|issue:33453", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:36296|issue:43901", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:36296|issue:43526", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44273|issue:45003" + ], + "prepared_review_unit_hash": "1ff8e9e3d85648c221371dd2811c5173f9db721be767467ef465db57e897944f", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36297, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous Transformers issue cluster with a loose theme of v5 regressions, loading/import breakages, and a few model-specific bugs, but the pairwise candidates are not the same underlying defects. No PRs are present.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44556 is the clearest concrete version-regression report in the cluster: reloading a checkpoint trained on v4.57 fails after upgrading to v5.2/v5.3. It best represents the recurring \"v5 broke loading\" theme without being overly vague.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44556 is the most representative of the cluster\u2019s broad regression theme while still being specific and actionable. The rest of the items are mostly separate model-, API-, or docs-level problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Different bugs: loading hangs for Sentence Transformers vs confusing model.forward docs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5-related loading regressions, but they affect different models and failure modes." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leakage vs an unrelated racoon issue." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy regression vs missing image-patch method in a specific processor." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on training failure vs tensor-parallel training bug; unrelated code paths." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file loading errors vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still mention pipeline() vs unrelated racoon report." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file failures vs save_pretrained on Pipeline objects." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer-loading regression vs Llama 3.2 Vision model-loading breakage; different failures." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel not applied in model_init vs DSA indexer missing ReLU." + }, + { + "left": "issue:27957", + "right": "issue:33453", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta vs tokenizer-loading regression." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import vs broken transformers env CLI; both import-ish, but not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command vs PretrainedConfig type-checking regression; same release family, different symptom." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env breakage vs missing Qwen2_5_VL export; different components." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion vs ImportError for layer_type_validation; unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "racoon is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "env CLI breakage vs Python 3.14 load failure; different root causes." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated racoon issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs unrelated racoon issue." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is kwargs propagation and the other is attention-interface usage; not the same defect." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug vs FP8 inference support request; related area, different change." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel/model_init bug vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different import errors: AutoImageProcessor vs PreTrainedModel." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug vs BeitImageProcessorFast reduce_labels bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing vs typo in cache strategies; cache-related but not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs broad complaint that v5 breaks too many models." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files vs generic bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading issue vs tensorboard-only installation causing tf backend error." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe breakage vs missing _tp_plan for Qwen3_5Moe; same model family, different code path." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output problem vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading bug vs unsafe sys.modules access in modeling_utils." + } + ] + }, + "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": 20, + "review_unit_index": 53, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328" + ], + "soft_pairs": [ + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44230|issue:46095", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:44492|issue:46328", + "issue:41669|issue:45341", + "issue:44393|issue:45478", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:46018|issue:46172", + "issue:41669|issue:43704" + ], + "prepared_review_unit_hash": "ae8d46b9de7b3f08b603be46fdb0d98cd6ffe2bd39db723101156bdce74a04b1", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39338, + "estimated_input_tokens": 9835, + "estimated_eval_tokens": 19926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous, with a loose theme of Transformers v5 regressions and model/config compatibility issues, but no clear duplicate cluster. I\u2019d use the broad v5 upgrade regression report as the best representative issue.", + "confidence": 0.25, + "canonical_issue_reason": "issue:45278 is the broadest concrete user-facing regression report in the set (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d), and it best summarizes the v5 breakage theme without being as vague as the umbrella complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative issue because it captures the widest class of compatibility failures among these reports; the others are more specific to one model, API, or bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL problems, but one is 2D bbox output hallucination/error and the other is an infinite loop on a specific image; different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both relate to v5 breakage, but one is the `transformers env` command and the other is checkpoint reload compatibility; different code paths." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "One asks for FP8 inference support for Qwen3-VL/Qwen3.5 MoE, the other asks for a DeepSeek-V4 weight conversion script; not the same bug/change." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "`Llama4Config` missing `pad_token_id` is a specific config bug; \u201cSince 5.0 version it breaks too many models\u201d is a broad complaint, not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star usage slowing imports is unrelated to `GenerationMixin` cache missing during chunked prefill." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade incompatibilities, but one is checkpoint reload after v5.2/v5.3 and the other is meta-init incompatibility for old InternVL2 remote-code checkpoints; distinct failures." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig missing `pad_token_idx` is a specific config regression, not the broad \u201ctoo many models\u201d complaint." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs is not the same as a generic v5 model breakage report." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 complaints, but one is specifically about import errors after upgrade and the other is a generic statement that many models break; not the same concrete defect." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-star slowdown in model packages is unrelated to failing to import `Qwen3_5ForCausalLM`." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Wrong model type warning for sam3_tracker is unrelated to Liger Kernel not applying with `model_init`." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing `set_seed()` in SAM HQ tests is unrelated to inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 unsupported for NemotronH is unrelated to Qwen3-VL bbox output errors." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "`transformers env` command breakage is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown is about startup/perf, while lazy loading not working properly is a different mechanism-level bug." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python 3.9/3.10 compatibility is unrelated to Qwen3-VL output hallucination." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to `PretrainedConfig` type checking regressions." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class mismatch on save is unrelated to a generic, underspecified bug report." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "`position_ids` buffer access failure is a specific tensor/buffer bug, not the same as an unspecified bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "`AutoProcessor.from_pretrained` kwargs forwarding is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star slowdown is unrelated to missing `HybridCache` export/import errors." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A cache-strategy typo is unrelated to `SequenceFeatureExtractor.pad` wasting time on numpy-to-list conversion." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import-star overhead is unrelated to a bug in `testing_utils.py`." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5/Qwen3-VL-related, but one is bbox output hallucination and the other is a from_pretrained import/error regression; different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python-version support is unrelated to the broad \u201cmany models break\u201d complaint." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility does not match a missing Qwen3_5 model import." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional `post_init` being disallowed and `_tied_weights_keys` crashing on list input are different model config/utility issues." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing `pipeline()` is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion around `input_ids`/`past_key_values` is unrelated to tokenizer loading regression." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with `model_init` is unrelated to degenerate training under flash_attention_3." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` command and lazy loading failure are different issues." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated model/subsystem problems." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save/load failure is unrelated to tied-weight-key handling." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is not enough evidence to merge with a specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction is unrelated to inverse_sqrt scheduler kwargs being ignored." + } + ] + }, + "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": 20, + "review_unit_index": 54, + "review_unit_count": 54, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-463", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:45850|issue:46218", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43298|issue:46095", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "638c407292fd2022c55a29bb3a254819306949e034c3bfa801f4f4d5e87dd69c", + "component_budget": { + "node_count": 463, + "item_count": 463, + "soft_pair_count": 1704, + "serialized_chars": 883317, + "estimated_input_tokens": 220830, + "estimated_eval_tokens": 441916 + }, + "budget": { + "node_count": 45, + "item_count": 45, + "soft_pair_count": 43, + "serialized_chars": 38002, + "estimated_input_tokens": 9501, + "estimated_eval_tokens": 19258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft pairs share superficial release/model/tokenizer language but not a single fixable bug, so none should be merged as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45850 is the only broad umbrella describing a widespread 5.0 regression pattern, so it is the closest cluster-level representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: it is the broadest issue in the set and the best available representative, though still too generic for a precise duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Both concern loading/docs around models, but one is documentation confusion and the other is a concrete model-loading regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward-API documentation confusion are unrelated problems." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leakage in multithreaded dataloading and GLM-5 RoPE implementation are different code paths." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "RoPE math for GLM-5 and Gemma-4 audio positional encoding are separate model-specific bugs." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "A broad complaint about many v5 regressions is not the same as a specific Qwen3_5 import failure." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 behavior settings and a VRAM leak in dataloader threads do not overlap concretely." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leakage and Qwen3VL timestamp calculation are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are different requests." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation in a processor and missing files from save_pretrained are distinct bugs." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "A processor timestamp bug and a VRAM leak in training threads are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling and Gemma-4 audio positional encoding are not the same failure." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is a different issue from audio positional encoding logic." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and Gemma-4 audio positional encoding are separate model bugs." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure and Qwen3_5 module import failure are related to imports, but not the same missing symbol/module." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support for Nemotron and a Qwen3_5 import error are different problems." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer changes, but one is a broad behavior difference while the other is a specific decoder-type regression." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated social/placeholder issue share no bug or code path." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression and an unrelated placeholder issue are clearly different." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "The placeholder issue is unrelated to the broad v5 regression umbrella." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 loading failure and the unrelated placeholder issue do not match." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "_get_tied_weight_keys list 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 and tied-weight-key list handling are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and tied-weight-key attribute handling are distinct bugs." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support for qwen3-vl/qwen3.5 and missing processor save files are different feature/bug areas." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting on failed training jobs and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowness and tensor-parallel training failure are different issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 inference support and a from_pretrained error on Qwen3.5 MoE are separate concerns." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both involve loading, but checkpoint slowness and tokenizer-loading regression are not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and FP8 qwen3-vl support are different requests." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are unrelated model implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared expert gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint issue and tokenizer regex warnings after 4.57.3 are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value and missing kwargs in loss calculation do not describe the same defect." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs propagation and RoFormer attention interface usage are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value and tokenizer regex warnings are not duplicates." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former ignore_value and RoFormer attention interface usage are separate bugs." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value and a typo in quantization operation naming are unrelated." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing loss kwargs and a ModernBERT config type-hint error are different issues." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hints and a typo in a quantization symbol are not the same bug." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about RMS norm in Llama4TextL2Norm and a ModernBERT type-hint correction are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value handling and ModernBERT type hints are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 20, + "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": "67b6e12a78bbf0598a2a79eebad12e2533612e73ff197f6c397f1ea81459bcc6", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are not duplicates: one is about tokenizer truncation direction, one asks for ReduceLROnPlateau-like scheduler behavior, and one concerns Wav2Vec2 word boundary timestamps. They describe unrelated features/problems, so there is no clear canonical issue in this cluster.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and code paths: truncation strategy vs Wav2Vec2 timestamp extraction." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated requests: tokenizer truncation option vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Separate topics with no shared underlying bug or change: scheduler behavior vs audio 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": 20, + "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": "3c993acaf5a65bec9bc9b17c4cfcf00abfef799b2e5b884bd4b64ef31a6cbc72", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are not duplicates of each other: one is a tokenization discrepancy, one is an auth/error-message problem for private model downloads, and one is a generic model-loading failure for bert-base-uncased.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 16618 is the broadest and most central model-loading report in the set, with the highest discussion activity, while the other two describe different problems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the best representative of the cluster only in the loose sense that it is the most general loading-related issue; it is still not the same underlying bug as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization output differences and a model-loading failure are different code paths and different bugs; nothing here suggests one fix would resolve both." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model auth/download error messaging is a different problem from failing to load bert-base-uncased; they are not clearly the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 20, + "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": "779867657a1ee029b83acc129ba74596663776cdf613bff7998f8cdb6b7d3f8a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both community-contribution feature requests, but for different capabilities: Flash Attention 2 architecture support vs. GGUF architecture support. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying requests affecting different model-format/backend support paths; they are only loosely related as community contribution proposals." + } + ] + }, + "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": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "2e55cafba96425bae06e1d5ec826f55e5e19fde15e5a1879a7c21189c75859de", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13532, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 24, + "serialized_chars": 13532, + "estimated_input_tokens": 3383, + "estimated_eval_tokens": 7022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is dominated by similarly templated i18n translation-request issues, but they are not the same underlying request. The language-specific issues (Turkish, Spanish, Romanian) are distinct, and the placeholder/nonsense issues look like template or spam artifacts rather than true duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "If a representative must be chosen, issue:43834 is the most generic placeholder-style i18n issue and sits near the center of the similarity clique. It is only a stand-in representative, not a true duplicate of the language-specific translation requests.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best cluster representative because it uses the canonical template title and is the clearest example of the repeated boilerplate pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests; soft title/body similarity is just the shared i18n template, not the same language issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs generic placeholder request; no evidence they refer to the same concrete translation task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish request is distinct from the generic template issue; similarity is only boilerplate." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are separate issues, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are different localized docs efforts." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request does not match the generic placeholder issue beyond shared template text." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request is distinct from the generic template issue." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate, not the same underlying bug/change." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request vs generic placeholder; no concrete overlap beyond template wording." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request and generic placeholder issue are not the same concrete task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request is distinct from the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific translation request does not duplicate the generic template issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-text issue; only surface similarity exists." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request is unrelated to the Thai-text issue; only surface similarity exists." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic template-style issues, but there is no evidence they are the same concrete request or change." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Generic placeholder titles alone are insufficient to treat these as duplicates of the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Template issue vs nonsensical Thai text; no shared concrete bug/change." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Template issue vs nonsensical Thai text; similarity is not enough to merge." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are placeholder-style issues, but the available evidence does not show the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue and Thai-text issue do not indicate the same concrete problem." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue and Thai-text issue do not indicate the same concrete problem." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue and Thai-text issue do not indicate the same concrete problem." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue and Thai-text issue do not indicate the same concrete problem." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Identical-looking Thai-text titles alone are not enough to confirm a true duplicate underlying bug/change; looks more like repeated spam or malformed submissions." + } + ] + }, + "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": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-16", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "a293327442a37812e3b6fb7aa2526ceeeab69010be6e92cc9abe8d4ae036fa3a", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21659, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21659, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose thematic group of unrelated model-add requests, not a true duplicate set. The items span different architectures and modalities (text, vision, audio, OCR, sparse transformers), so none of the soft edges look like the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:36879 is the oldest and clearest single model-request thread, but the cluster is too heterogeneous to treat the other issues as duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:36879 is the best available representative anchor because it is concise and closed, but it should only be used as a loose cluster exemplar, not as a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different requested models (EuroBert vs DEIMv2); only broad 'add a model' similarity." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Text model request vs TTS support request; different code paths and deliverables." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are unrelated architectures; not the same bug/change." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR vs DEIMv2: different model families and implementation work." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Vision model request vs audio model request; not mergeable into one concrete PR." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR and sparse transformer requests address different model implementations." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vs ASR support; distinct model support areas." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and TTS are different modalities and code changes." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "Different model targets: NeoBERT vs weight-sparse transformer." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "Text-model request vs audio-model request; not the same underlying work." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are different model additions, not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT: separate model support requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 support and Qwen3-ASR support are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture request vs sparse-transformer model request." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral-TTS: different models and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vision model request vs Qwen3 TTS request; unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different support asks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs TTS support; not the same concrete change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "Related BERT family wording, but one is a specific model request and the other is a broad RoPE-family proposal." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE proposal vs Voxtral-TTS; no shared code path." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS and ASR are related audio tasks but separate implementation requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Different model families and request scopes within audio support." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support vs OCR model support; different functionality." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS request and sparse-transformer request are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Both audio-adjacent, but TTS and LFM2.5 Audio are distinct model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR support vs audio model support; not the same change." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE target different model architectures and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support vs weight-sparse transformer support; different implementations." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model request vs SAM3-LiteText request; unrelated." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer request vs EUPE model request; not the same underlying bug/change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "ASR and Voxtral-TTS are different audio model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral-TTS: unrelated model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support vs DeepSeek-OCR2 support; different tasks." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate model requests from different authors and architectures." + } + ] + }, + "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": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "2c0adbc07dce7c35314ed8caacf08beb3ec67d09d3bc4fd89158e2d956fe81d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one is a docs request about adding Pruna as an optimization framework, and the other is a Vision RoPE refactor. They should not be clustered or treated as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": "No canonical issue: the issues cover different topics and different kinds of work, with no overlap in target area or problem statement.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good global representative for the other; they are unrelated and not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subject matter entirely: docs/framework integration request vs. vision positional encoding refactor. No evidence they refer to the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 20, + "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": "af3d6534083f3f87fd12ee9bc3767b406d9ac6a1d87825af4840a439c123c8a7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests block decoding support, the other requests DeepSeek v3.2 support. They describe different functionality and likely different code paths.", + "confidence": 0.94, + "canonical_issue_reason": "41084 is the broader technical feature request and is the better cluster representative, but it is not the same ask as 43037.", + "canonical_pr_reason": null, + "best_issue_reason": "41084 is the more general infrastructure issue; 43037 is a model-specific support request and is less suitable as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests with no clear overlap: block decoding behavior vs support for a specific model. They do not look like the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 20, + "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": "28a5adca3a2e6cf7e04aa200c4e366735119503d215480e04b5bfa23c64c9115", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about FLOPs estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No true canonical duplicate emerges; if forced, #43598 is the more concrete issue about a specific Trainer behavior change.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the better representative because it targets a clearly scoped Trainer customization problem with a specific mechanism (`remove_unused_column`).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers, but one concerns unused-column removal and the other concerns FLOPs counting; they affect different code paths and would not be merged as the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 20, + "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": "b0d7db918507534b8c0a134d3cbc65dcd0b712ff1d7042b6c1c094b78348c74c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different model families and different AutoModel entry points, so they should not be deduplicated.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43684 is the broader and more central request: adding Qwen3-Omni registration to generic auto classes. Issue 44405 is a separate request for sequence-classification support on Qwen3.5.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the better representative issue because it targets core model registration and is not limited to one task head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni auto-registration for conditional generation vs Qwen3.5 sequence-classification support. They affect different configs, tasks, and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 20, + "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": "b3ffcb8cad40fca7773ca1ee71030dab9d62eaf9ce9005e8b556ca669ff9bc65", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "43835 appears separate ('Fett'). The three 'huggingface ' issues look like the same duplicate report cluster, with 43845 as the oldest representative.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43845 is a good canonical issue because it is the oldest of the similar 'huggingface ' reports and can stand in for that duplicate cluster; 43846 has the same body length, so the choice is based on age/representativeness rather than uniqueness of body size.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best overall issue candidate because it is the earliest of the near-identical 'huggingface ' reports and best represents that repeated cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no concrete evidence that 'Fett' is the same underlying issue as the 'huggingface ' reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no shared details beyond weak generic similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no concrete sign they describe the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, same body length, and created one minute apart; they look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same repeated 'huggingface ' report with no distinguishing evidence; likely a duplicate of the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and no distinguishing evidence; these look like duplicate reports of the same issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is mostly grounded, but the canonical-issue rationale overstates the evidence: issue:43845 is not the sole 'fullest body length' match because issue:43846 has the same body length (84). More conservatively, 43845 can be chosen as the oldest representative of the similar 'huggingface ' cluster, but the current wording goes beyond the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 20, + "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": "5cd51429b0076f67e3d4dc60d0dc3f2b83facddf15ef66789172d572824333a1", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-signal, likely spam or placeholder issues with no concrete shared bug report, target, or code path. They should not be merged as duplicates; the cluster only shares generic similarity in wording.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44418 is the most interpretable of the set because it has a generic but at least descriptive title, making it the least arbitrary anchor for the cluster. That said, it is still not clearly related to the others as a duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the best issue candidate only in the sense that it is the most readable and least obviously placeholder-like. None of the issues provide enough substance to justify stronger canonical status.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both look like generic spam placeholders with no shared defect, target, or actionable description." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "The titles are identical placeholders, but there is no evidence of the same underlying bug or request." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder and the other is a vague documentation suggestion; they do not describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a generic name-related title are not enough to establish the same underlying problem." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation suggestion and a placeholder spam issue are unrelated at the level needed for duplicate merging." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No concrete shared bug or request is described; similarity is only superficial wording." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "These are identical spam placeholders, but there is no substantive evidence they report the same problem rather than separate spam submissions." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles do not point to the same code-path issue or change request; they are just generic text." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No shared actionable defect or target is evident, so this is not a safe duplicate merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 20, + "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": "81dea1fb51d8e711aec43f7470133e97bc37c256a870dde409159e71514ce0d0", + "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 closed issues look likely to be duplicates based on their identical titles and high textual similarity, but the evidence is limited to soft similarity with no explicit links, targets, or shared files, so the duplicate judgment should remain tentative.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #45145 is the better canonical choice because it was created first and has slightly more linkage evidence (one inbound reference).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45145 is the best issue representative for deduping because it is the earlier instance and has marginally stronger traceability.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The pair only has soft similarity evidence; there are no explicit links, issue targets, shared files, or other concrete indicators that they are the same underlying report, so accepting them as duplicates is too strong." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical-choice reasoning is grounded, but the soft-edge verdict is too strong for the evidence provided. The packet only shows a soft_similarity match with no explicit links, targets, or shared files, so accepting the pair as the same issue is not sufficiently conservative. The summary should be phrased more tentatively unless there is stronger linkage evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 20, + "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": "6d0d58225259017f5dbc410325634d69716ee14121b2064e2044cceb00834b43", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a very broad \u201c4-bit inference\u201d level, but they describe different bugs: one is a Gemma4/audio-module `torch.finfo()` TypeError on uint8 weights, the other is a BitsAndBytesConfig regression where `llm_int8_skip_modules` clears the default `lm_head` exclusion and triggers an AssertionError.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 45674 is the clearer, more generally stated regression: it names the specific BitsAndBytesConfig interaction and the resulting 4-bit inference failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "45674 is the best representative of the cluster because it isolates a concrete config bug and is more likely to be useful as the canonical tracking issue; 45672 is a separate Gemma4/audio-specific error path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but the underlying failures differ: `torch.finfo()` on uint8 weights in Gemma4 audio modules vs. `llm_int8_skip_modules` removing the default `lm_head` exclusion and 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": 16, + "component_count": 20, + "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": "422e6dbd8dda81868e57042b269be6823b8aa6f9f6abd86a17a1f3c6c9c0ad2f", + "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": "Two closed issues with only personal-name/date titles and no body content; they do not appear to describe the same underlying bug or request.", + "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": "Different named subjects and dates; no body, targets, files, or other evidence of the same problem. This looks unrelated rather than duplicate." + } + ] + }, + "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": 20, + "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": "44273c9bd03b3ddb7e2df68d92b662087cdb61aef957a47ddf25a7b146172740", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues do not appear to be duplicates; they are unrelated low-signal reports with different names and dates and no shared problem description.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: neither issue describes a concrete bug or feature, and the titles point to different personal-name entries.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical target; both lack actionable details and do not indicate the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles reference different people and dates, with no overlapping bug, code path, or issue context, so they are not the same underlying report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "019675aa21d88f77bec4841fbf764ad968c9174cccec775b0c5b375c3a9aaa73", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1542, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They do not describe the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #45810 is the clearer canonical issue only because it is a concrete, narrowly scoped feature request with a specific model/API addition; #46295 is a separate platform/training feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "#45810 is the better representative of the cluster because it has a specific target and implementation request, whereas #46295 is a broader training capability request and not a duplicate of the model-class addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: one is for adding Qwen3_5ForTokenClassification, the other is for FP8 training support. No shared code-path or concrete change overlap." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 20, + "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": "2e2cdf4882b84273c7d82097adaa3cee3fb56f6d4489fa2dff454a6c65fa3d65", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5727, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two clear duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is thematically related to finance/data, but it is a different request and not a duplicate of either pair.", + "confidence": 0.95, + "canonical_issue_reason": "45872 is the best canonical issue for the set because it is the most substantive, concrete request and has a verbatim duplicate in 45873.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the strongest representative overall: it is specific, actionable, and duplicated exactly, while 45869 is unrelated spam-like dataset promotion and 45870/45871 are a narrower example request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Both mention finance/data, but one is a dataset bundle offer and the other is an example/prediction issue; different underlying request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Dataset bundle promotion is not the same underlying issue as the example/prediction request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate title/body; same example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related financial/DataForge topic, but the concrete asks differ: example prediction vs scraping-service integration." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad domain, but not the same request; one is an example issue and the other is a scraping-service feature request." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete feature/request despite similar finance/DataForge wording." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Not the same underlying issue; only the broad finance/DataForge theme overlaps." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate title/body; same feature request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The duplicate-pair conclusions are grounded by the packet: 45870/45871 and 45872/45873 have identical titles and matching body lengths with jaccard 1.0, while the 45869 pairings are only soft-similar and reasonably rejected as different requests. The only mildly subjective phrasing is the characterization of 45869, but it does not materially affect the conservative clustering verdicts." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 20, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "d2a65ff5d1f1cc7224be267e1a46a542596cc1251adc2362346e5dd608513cd0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues involve static-cache behavior around linear-attention models, but they describe different failure modes: one is shape corruption during early initialization, the other is a missing `linear_attention` cache entry causing a `KeyError`. They are related, but not clearly the same underlying bug.", + "confidence": 0.82, + "canonical_issue_reason": "issue:46439 is the better canonical issue because it names the broader mechanism (`early_initialization`) and the concrete impact on linear-attention layers, which could encompass related static-cache failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46439 is the best representative issue for the cluster since it is more general and describes the likely root-path problem rather than one product-specific crash signature.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related static-cache/linear-attention crashes, but the reported failures differ too much (`RuntimeError` from wrong shapes vs `KeyError: 'linear_attention'`) to confidently treat as 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": 1, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "02d9a140781f952bcaccece7a709f46fe84d2d6904fa319138d27b3d4efda5d0", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38086, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 19, + "serialized_chars": 38086, + "estimated_input_tokens": 9522, + "estimated_eval_tokens": 19300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated pull requests spanning new model additions, refactors, docs, and small bug fixes. The only clear duplicate pair is the two `fixed_cross_entropy` PRs, which both address forwarding supported kwargs to `nn.functional.cross_entropy` in the same code path.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical PR here: it directly targets the explicit issue 43240 and implements the cross-entropy kwargs forwarding in `loss_utils.py`; PR 43254 is a narrower near-duplicate variant of the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest representative of the only real duplicate subcluster because it has the explicit issue link and the most complete/obvious fix for the shared loss-function bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model/docs addition vs. Executorch dynamic-shape export test. Different code paths and different goals." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different tokenizer maintenance vs. adding MobileLLM model files. No shared bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer missing-methods fix is unrelated to Executorch export dynamic-shape testing." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes are unrelated to a new MobileLLM model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy loss kwargs bug fix and MobileLLM model addition are unrelated changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs forwarding is unrelated to Mistral4 test/model work; different functionality and code path." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export test and Mistral4 fixes are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test and MobileLLM model addition do not fix the same bug or feature." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model support vs. a modeling_utils config-resolution fix are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model addition is unrelated to Falcon output-collection refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor and model-creation-skill repo changes are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor and Mistral4 test fixes do not address the same concrete problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and CLIP-like `layrnorm` renaming are unrelated changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 test fixes and chat response parsing updates are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and `cls.config` resolution ordering are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and model-creation skill/docs changes are unrelated; shared auto/modeling filename is incidental." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and repository skill/draft tooling changes are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same `fixed_cross_entropy` function to support passing extra `cross_entropy` kwargs; they are alternative formulations of the same loss-function fix and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet. The only supported duplicate pair is 43251/43254: both target `src/transformers/loss/loss_utils.py`, share issue target 43240, and are mergeable as the same cross-entropy kwargs bugfix. The other soft-edge rejections are conservative and consistent with the diffs/titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-3", + "nodes": [ + "pull_request:40546", + "pull_request:42781", + "pull_request:46331" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781", + "pull_request:42781|pull_request:46331" + ], + "prepared_review_unit_hash": "0636f439819533c3cbaa8217eabd2fdd53b9308f3add867ac1c93e63959783ff", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10870, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10870, + "estimated_input_tokens": 2718, + "estimated_eval_tokens": 5692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct model-addition PRs. PR 40546 implements the base VibeVoice model, PR 42781 adds a VibeVoice Realtime variant plus acoustic tokenizer work, and PR 46331 adds Parakeet-RNNT. They share some auto-mapping and docs infrastructure, but not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the cleanest representative of the cluster because it is the base VibeVoice implementation; the other PRs are separate extensions or unrelated model families.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the strongest single PR to keep as the representative artifact: it introduces the core VibeVoice support and has the broadest, most foundational scope among the three.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related VibeVoice work, but not the same concrete change: 40546 is base VibeVoice support, while 42781 adds realtime/acoustic-tokenizer functionality and additional generation/model files. They would not plausibly merge as one duplicate PR." + }, + { + "left": "pull_request:42781", + "right": "pull_request:46331", + "accept": false, + "reason": "Different model families and different feature sets: VibeVoice Realtime versus Parakeet-RNNT. Shared auto-mapping files are incidental; this is not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "eddc8339aad2d76725bd2519892a76e279dee2e6ca601259f6441f8b64120c1e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated feature additions: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They do not look like the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 41224 is the cleaner, more self-contained feature PR and is the better representative of the cluster only by default, not because it duplicates 40755.", + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the most suitable representative in this set because it is narrowly scoped and self-contained, but it is not a duplicate of 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model families and code paths: TimesFM covariate forecasting vs DINOv3 image classification. The changes do not implement the same bug fix or feature 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": 4, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "0dcd2d804e8e3a4e79ef87ce505ffc63213baac9b6eb44a80dcb9158bf767494", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs, not duplicates. They share boilerplate registration/docs changes, but each introduces a different model with distinct implementations and tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: DeepSeek OCR, Isaac, and Kimi2-6 are distinct model introductions with different code paths and files.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a better duplicate representative; none of these PRs fixes or implements the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models (DeepSeek OCR vs Isaac); overlap is only in generic auto-registration/docs boilerplate." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Separate model additions (Isaac vs Kimi2-6) with different implementations and filenames, so they are 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": 6, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "0dda4726c6e35ef528ee3ae8592bf3cbe6fd31e7627f90f07692078b9a3514dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two workflow dependency-bump PRs with overlapping files, but they upgrade different GitHub Actions families and address different maintenance goals, so they are not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative of the cluster because it is a broad GitHub Actions compatibility sweep across many workflows, while 42976 is a narrower set of action-version bumps focused mainly on Docker and a few other workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest single representative for triage because its title and diff clearly describe the main maintenance theme: updating GitHub Actions for Node 24 compatibility across the workflow suite.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They overlap in workflow files, but the actual changes are different action upgrades: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 bumps docker/build-push-action and other actions to latest versions. Same subsystem, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "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": "0686b52931ac783e8248a7f81474a3f1298c4766d404a0fb0103ddb4b4583d10", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14253, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all distinct model-addition efforts (ViT NEPA, Molmo, Molmo2, CTSM). The overlap is mostly boilerplate around docs and auto-registry files, not a shared underlying bug or mergeable change set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 (Molmo2) is the most complete and active representative of the group, with the broadest model integration footprint, but it is not a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the strongest standalone representative if one must anchor the cluster, but the set is heterogeneous and has no true duplicate PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto files are generic scaffolding, not the same code-path fix." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model implementations; they touch some of the same registry/docs files, but not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "CTSM and ViT NEPA are separate model ports with different architectures and code paths; no duplicate bug or change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are different model families; overlap is mostly boilerplate registry/docs updates, not one concrete fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated additions; shared auto/model registration files do not make them the same PR." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are distinct model integrations with different implementation paths and targets, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-4", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:44815|pull_request:46380" + ], + "prepared_review_unit_hash": "8addc19d8a1966053d97ee15763c5e9ccc256168a43c8f9fc3c3340dd1be3e8d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 11142, + "estimated_input_tokens": 2786, + "estimated_eval_tokens": 5828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not true duplicates: they target different bugs in different subsystems (Whisper decoding, model tests, FP8 dequantization, and generation config validation). The superficial similarity is just that they are all small \"fix\" PRs with tests.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must represent the cluster, #46380 is the clearest concrete bug fix with an explicit code-path change in generation validation; however, the set is not a duplicate cluster overall.", + "best_issue_reason": null, + "best_pr_reason": "#46380 is the strongest standalone representative because it fixes an actual runtime validation bug in core generation logic rather than being test-only or narrowly model-specific.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different changes: #43291 fixes Whisper tokenization/decode behavior, while #43665 only adds failing assertions in CLIP/ViT tests and does not address the same bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "#43291 is a Whisper decode fix; #44815 is an FP8 dequant/core loading change across Mistral-related code. They do not appear to fix the same underlying defect." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated code paths: Whisper decoding versus generation watermarking validation / generation utils. Similar only in being fixes with tests." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "#43665 is test-only noise/placeholder assertions, not a real product fix; #44815 is a concrete FP8 dequantization fix. Not the same issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "#43665 only modifies tests, while #46380 changes generation config validation behavior and related tests. They are not one underlying bug or mergeable fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different functional areas and failure modes: FP8 dequantization/model loading versus generation watermarking config validation." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "19410f91906d3ca7bff72498549623bda2893021f09a13bc3bd83ddc5c67c7eb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one is a small repo-bot/setup tweak with a VIT test touch, while the other is a broader CI/workflow and test-utility change. The shared test filename is incidental, not evidence of the same underlying fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for a duplicate cluster; the PRs address different concerns and code paths.", + "best_issue_reason": null, + "best_pr_reason": "43532 is the more substantial and representative change set, with coherent CI/workflow and test utility edits; 43488 is a narrow synthetic setup/version tweak.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: 43488 edits setup/version/dependency metadata and a ViT test, while 43532 rewrites self-comment CI and related workflow/utility files. They do not appear mergeable into one fix, and the shared test file is incidental." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "0d06e63a77902d4bf13af072d706b0fdba1368cb362316cea92ec5c093ef1f5d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate PRs add different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share documentation and pipeline scaffolding, but they target different functionality and model sets, so they should not be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the broader/more central representative of this cluster because it adds the more general promptable visual segmentation pipeline and touches the largest set of related model integrations and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the best single representative because it is a substantial end-to-end pipeline addition with broad integration coverage, making it a stronger canonical example than the narrower concept-segmentation PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying changes: concept segmentation vs visual segmentation. Shared docs and pipeline boilerplate are not enough to treat them as the same fix, and they would not plausibly be merged into one PR as a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "79583826a105480063a2a8b9d476e5d146da14140f5c06771c30ac99a9e6c4dd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both edit `trainer.py`, but they address different, unrelated trainer behaviors: gradient-accumulation loss scaling vs. signature-column filtering for custom/PEFT trainers. They are not duplicates and should not be merged into one change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes are on separate code paths and solve different problems, so neither one represents the other.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for the cluster; the PRs are not interchangeable and do not form one coherent fix/change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying trainer behaviors: one changes loss scaling during gradient accumulation, the other refactors signature-column extraction for filtering. Same file alone is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "8cecf1a7c0ddc2e942eaea01dc3c2306d3c52d88b109a90dd1f06c959c776889", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same CLI file and both mention TypeAdapter, but they appear to fix different NameError causes in separate code paths, so they should not be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the more direct and concrete fix: it targets the runtime failure when pydantic is unavailable by moving the TypeAdapter import behind TYPE_CHECKING and quoting the annotation.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it has the clearest bug statement, explicit issue target, and a narrowly scoped change aligned to a single failure mode. PR 43656 is broader annotation cleanup and appears to address a different NameError source.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Reject: both are in the same file and mention TypeAdapter, but 43656 fixes annotation-related NameErrors/typing evaluation in CLI serve.py, while 43842 fixes the pydantic-optional import/TypeAdapter runtime NameError. They are different bugs and would not plausibly be 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": 13, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + 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"summary": "This cluster is mostly a broad wave of model-specific refactors toward standardized output tracing, not a set of exact duplicates across the whole cluster. The clearest duplicate subcluster is GPT-J/CodeGen, with a possible overlap on RegNet between a RegNet-only PR and a broader multi-model PR.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the clearest duplicate subcluster: it covers the same GPT-J output-tracing refactor as the other GPT-J PRs and also includes CodeGen, making it the broadest overlapping implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best overall PR candidate because it is the most comprehensive version of the shared GPT-J/CodeGen tracing refactor and overlaps the strongest duplicate evidence in the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model/code paths (CVT/FNet vs GPT-J); they only share the generic output-tracing migration theme and tracking issue." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model implementations (CVT/FNet vs DeBERTa) with only a shared standardized-tracing theme." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both touch the GPT-J output-tracing refactor in the same file; 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different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different concrete implementations, so this is only a thematic match." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors touching the same model/file and look like overlapping versions of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; similar refactor pattern, but not the same model or code path." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model implementations, so this is not the same underlying change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing is a different code path from the GPT-J/CodeGen refactor." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model implementations; 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only the refactor style matches." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 output tracing is a different code path from GPT-J/CodeGen." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo versus MPT; same broad theme, not the same change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer output tracing is not the same concrete change as GPT-J/CodeGen." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different code paths; shared output-tracing pattern is too broad." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different models; 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44007 is a broader PR that also includes other models." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft edges are all mergeable same-bugfix overlaps (GPT-J/CodeGen, GPT-Neo, RegNet), while the rejections mostly reflect distinct model-specific refactors despite a shared tracing theme. No overstatement of evidence stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 36, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "fba696a9b9516ae93e3dc15b0f78fb2d3fe402648eba11e8bb78608de5ada4ca", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all similar model-local refactors to standardized output tracing/capture_outputs, but they target different architectures and code paths, so they should not be deduplicated.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the most canonical of the set because it has an explicit issue target and a focused, concrete SpeechT5 output-tracing refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best anchor for the cluster: it is issue-linked and clearly scoped, while the others are parallel model-specific migrations rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but they touch different models and separate code paths (VisualBert vs TextNet), so they are not the same mergeable change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are distinct implementations with different layers and tracing hooks; this is a similar migration pattern, not a duplicate fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are analogous refactors in different model files and subsystems, with no shared concrete bug or patchable code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model architectures; the PRs share a theme but not the same underlying change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different model code paths; both refactor output handling, but they do not fix the same concrete 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": 15, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-14", + "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", + "pull_request:46438" + ], + "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:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030", + "pull_request:44027|pull_request:46438", + "pull_request:44000|pull_request:46438", + "pull_request:44029|pull_request:46438", + "pull_request:44028|pull_request:46438", + "pull_request:43998|pull_request:46438" + ], + "prepared_review_unit_hash": "c67c84246cfc16e8398b867c30de0022e82b2c685b6dc3374f4749147293306c", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 48, + "serialized_chars": 45118, + "estimated_input_tokens": 11280, + "estimated_eval_tokens": 22816 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 48, + "serialized_chars": 45118, + "estimated_input_tokens": 11280, + "estimated_eval_tokens": 22816 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose topical cluster of independent PRs that all refactor output-tracing behavior in different model implementations, plus one unrelated utility speedup PR. 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no shared code path." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Distinct model implementations with separate tracing updates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and unrelated forward paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate models; not the same underlying fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Closely related wrapper style, but different concrete code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model implementations and output contracts." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Unrelated model-specific refactors." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and distinct files." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model wrappers; same theme is insufficient." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different concrete code paths and output behavior." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model implementations; not a duplicate change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Distinct model-specific refactors." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated models with separate changes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:46438", + "accept": false, + "reason": "Speech encoder-decoder refactor vs unrelated modular-conversion utility speedup." + }, + { + "left": "pull_request:44000", + "right": "pull_request:46438", + "accept": false, + "reason": "Completely different subsystem and purpose." + }, + { + "left": "pull_request:44029", + "right": "pull_request:46438", + "accept": false, + "reason": "Unrelated utility script change; no shared bug or code path." + }, + { + "left": "pull_request:44028", + "right": "pull_request:46438", + "accept": false, + "reason": "Different model refactor versus a build/tooling optimization." + }, + { + "left": "pull_request:43998", + "right": "pull_request:46438", + "accept": false, + "reason": "No relation beyond both being PRs in the same repo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "56f9662899fb2fe5699c1ddb952a37741da48c59d1f329af8351a3b87c81a51d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs that only overlap on shared Transformers integration files and docs. They do not look like the same underlying change, so they should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the more self-contained candidate to represent the cluster because it has an explicit issue target and a narrowly scoped Voxtral TTS implementation; PR 44662 is a separate PenguinVL model addition.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the best representative among the provided PRs for the same reasons: explicit issue linkage and a focused model-specific change. PR 44662 is unrelated rather than another version of the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different feature goals: PenguinVL implementation vs Voxtral TTS support. Shared registry/docs files are incidental to adding any new model, not evidence of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-4", + "nodes": [ + "pull_request:44979", + "pull_request:45363", + "pull_request:45666", + "pull_request:46339" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363", + "pull_request:45363|pull_request:46339", + "pull_request:45666|pull_request:46339" + ], + "prepared_review_unit_hash": "b669a0c1f31c4ece4f0b103fa922eed7a304dff26a959348cb232203409119a0", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9634, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 9634, + "estimated_input_tokens": 2409, + "estimated_eval_tokens": 5074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs all revolve around the same n-to-1 kernel fusion / KernelConfig feature, with later PRs extending and simplifying earlier ones. PR 46339 is the broadest and most complete follow-up, so it is the best canonical representative.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46339 covers the core KernelConfig fusion implementation plus follow-up simplifications in core loading/hub kernel code and tests, making it the most complete representative of the feature cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 46339 is the strongest cluster anchor: it spans the shared fusion-loading codepaths, has the broadest file coverage, and appears to subsume the earlier KernelConfig fusion work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related feature area, but 44979 is the initial Module Fusion API while 45363 is a separate KernelConfig-based fusion integration; they are not the same concrete change set." + }, + { + "left": "pull_request:45363", + "right": "pull_request:46339", + "accept": true, + "reason": "Both target the same n-to-1 kernel fusion via KernelConfig codepath, and 46339 reads as a direct extension/simplification of the earlier implementation." + }, + { + "left": "pull_request:45666", + "right": "pull_request:46339", + "accept": true, + "reason": "These are the same KernelConfig n-to-1 fusion feature family; 46339 appears to refine and simplify the same implementation rather than introduce a different change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 46339 has the broadest overlapping file coverage and its title/diff preview support it as a later extension/simplification of the KernelConfig fusion work. The pair verdicts are conservative overall: 44979 and 45363 look like related but distinct change sets, while 45363\u219446339 and 45666\u219446339 are plausibly mergeable within the same n-to-1 kernel fusion feature family based on shared files and titles. No clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "9240f482a90be394ff4a5e6d934bd24888fb3542df1f2bc1a44e39d84e6c0e58", + "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 Mistral regex patching AttributeError in the same code path; 45317 is the more complete version because it adds tests and clearer framing, while 45086 is a smaller earlier variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the stronger canonical representative: same fix as the other PR, same issue target, and it includes test coverage and clearer problem description.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is best suited as the cluster representative because it addresses the concrete bug with the most complete implementation and validation, while still matching the shared fix precisely.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs patch the same AttributeError in _patch_mistral_regex by changing the same tokenizer pre-tokenizer access in the same file, with the same issue target; 45317 just adds tests and more context." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "e80c62be57f8b628cd0d0894dd1ac85b35df6c4082fa983e8cb2ce01cbdb653a", + "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": "Both pull requests touch NemotronH internals, but they are not the same change: one is a narrower inheritance/conversion refactor, while the other splits NemotronH into dense/sparse variants and adds docs/tests. They should not be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical representative because it is the broader, more complete NemotronH family change and includes the visible model split plus docs/tests, whereas 45115 is a narrower refactor/conversion-mapping pass.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone PR: it implements the full dense/sparse model restructuring and supporting documentation/test updates, making it the most useful representative of this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They overlap on NemotronH auto/model files, but 45115 is mainly an inheritance/conversion-mapping refactor while 45569 introduces separate nemotron_h_dense and nemotron_h_sparse implementations with docs/tests. Different concrete changes, so not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "7394eee6df6219ba0ec5022e4e78357a5028d94b3153f4706b63dc9fdb2c0b22", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5466, + "estimated_input_tokens": 1367, + "estimated_eval_tokens": 2990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related heterogeneous-modeling PRs, but they are not duplicates: one adds per-layer heterogeneous config support, while the other adds broader model/runtime integration on top of that config machinery.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45333 is the narrower foundational change focused on per-layer config support; PR 45332 is a larger follow-on that adds modeling/cache/masking integration and is not the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45333 is the best representative for the shared theme because it cleanly captures the core per-layer heterogeneous config work without the extra downstream modeling changes from 45332.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Different layers of the feature: 45333 introduces heterogeneous configuration, while 45332 implements broader model/runtime support using that configuration. Related, but not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "bcad4ef2f0ff1fb013544883fa9b4fb8a18a1a2ce46d02b968e818917e88a323", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate typing-focused PRs: one is a broad repository-wide type-checking sweep, and the other is a narrower typing-infra update around `modeling_utils`/PEFT-related protocols. They overlap in a few shared files but do not appear to fix the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused and self-contained typing change, centered on `_typing.py`, `modeling_utils`, and related protocols. It has a clear narrow purpose and is easier to treat as a canonical representative than the broad sweep in 45415.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best PR representative for this cluster because it is a specific typing-infrastructure change with a bounded scope, whereas 45415 is a wide multi-file type-checking pass that mixes many unrelated annotation/ignore updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Do not merge: both are typing-related, but 45415 is a broad type-checking sweep across many files with pyproject ignore changes, while 45425 adds targeted typing protocols and `modeling_utils` support. Shared filenames alone do not indicate the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "f739f9e98921cd1f9ff71caa46862746c09ab6786f8b15c58e030e89be169422", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4858, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests about cache/use_cache behavior in different model families: Qwen3.5/Qwen3-next linear attention versus Mamba2 CUDA kernels. They share a broad theme but not the same underlying bug or mergeable fix.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out for a duplicate cluster because the fixes target different code paths and models. If forced, #46084 is the cleaner representative since it has an explicit issue link and a narrowly scoped seq_len > 1 cache fix.", + "best_issue_reason": null, + "best_pr_reason": "#46084 is the strongest standalone PR: it is focused, explicitly tied to issue #46032, and fixes a concrete use_cache regression in Mamba2. #45513 is also well-scoped, but it addresses a different model family and problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both are cache-related, but they fix different bugs in different architectures/code paths. They are not the same underlying change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "5211a035b8221f9be28d754110d8c52346a95fbbdff64c4577ada0c9d3806292", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs address expert-parallel loading, but they target different failure modes: one fixes Accelerate/ZeRO-3 loading by preserving distributed_config, while the other fixes FSDP2 expert weights being overwritten by rank-0 broadcast. They are related, but not the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the stronger canonical PR: it addresses a concrete expert-parallel loading corruption path with a targeted multi-file fix, whereas 45548 is a narrower fix for a different distributed-loading path involving config serialization and launch behavior.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best standalone PR in this cluster because it fixes the more clearly defined and more severe code-path bug (experts being silently overwritten during load) and has the broader, more cohesive implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are about EP loading, but 45548 fixes Accelerate/DeepSpeed ZeRO-3 config handling, while 45662 fixes FSDP2 post-shard loading/broadcast overwrites. Different concrete bugs and 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": 24, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "2bfb7d72e9bc3836d8b655b41de8248bc26202e7c5b15f44027d3f3185384b77", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same captured_info xdist collision problem around patched testing debug logs. PR 45645 is the broader, more complete fix and appears to subsume PR 45639.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the most complete candidate: it includes the xdist-safe output-file change in testing_utils plus the CI/workflow updates needed to aggregate multiple captured_info files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best overall fit because it directly targets the same bug and also fixes downstream log handling in the workflow, making it the most useful single PR to keep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying xdist collision/captured_info artifact issue in the same testing code path; 45645 looks like a superset of 45639 rather than a separate 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": 25, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45670-3", + "nodes": [ + "pull_request:45670", + "pull_request:46320", + "pull_request:46401" + ], + "soft_pairs": [ + "pull_request:45670|pull_request:46320", + "pull_request:45670|pull_request:46401", + "pull_request:46320|pull_request:46401" + ], + "prepared_review_unit_hash": "4f1b97690fb5a234fdb8d96a2aeaaa26bcaee15445aef320ea1e298df5d5f4d0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7838, + "estimated_input_tokens": 1960, + "estimated_eval_tokens": 4176 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7838, + "estimated_input_tokens": 1960, + "estimated_eval_tokens": 4176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one PR is an unrelated AutoModel registry nit, and the other two add attn_implementation support to different model families/code paths. The two dispatch PRs are thematically similar but too broad and architecture-specific to merge as one.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative PR is needed, 46320 is the cleanest single-model attn_implementation change; 46401 is a broader multi-model variant and 45670 is unrelated to dispatch support.", + "best_issue_reason": null, + "best_pr_reason": "46320 is the most self-contained and clearly scoped of the meaningful PRs in this set; it best represents the dispatch-support work without the extra breadth of 46401.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45670", + "right": "pull_request:46320", + "accept": false, + "reason": "Different problems: 45670 only adds model registry entries for glmasr/dia, while 46320 implements attn_implementation dispatch for RecurrentGemma and related tests/mapping." + }, + { + "left": "pull_request:45670", + "right": "pull_request:46401", + "accept": false, + "reason": "Different problems: 45670 is an AutoModel registration tweak, while 46401 adds attn_implementation support across BLIP-2/InstructBLIP-related model code paths." + }, + { + "left": "pull_request:46320", + "right": "pull_request:46401", + "accept": false, + "reason": "Same broad feature area, but not the same underlying change: 46320 targets RecurrentGemma, while 46401 targets BLIP-2/InstructBLIP/InstructBLIPVideo and OCR variants. They touch different model implementations and would not plausibly be 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": 26, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "529e010199dc530b7275309dc5e605eaf44ed51478d26ee34e7cf0bd5033a75e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7189, + "estimated_input_tokens": 1798, + "estimated_eval_tokens": 3852 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated linter/modeling-rule PRs: one implements TRF003 around tuple-return handling in model forwards, the other adds TRF016 about consuming do_* preprocessing flags. They share a broad repository area but not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46259 is the cleaner representative of the cluster: it introduces a self-contained new modeling rule with documentation and targeted model updates, whereas PR 45720 is a separate, broader implementation of a different rule.", + "best_issue_reason": null, + "best_pr_reason": "PR 46259 is the best standalone PR in this set because it has a clearer scope and a more explicit rule definition; it is still not a duplicate of PR 45720.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different rules and different code paths: TRF003 changes forward return behavior via can_return_tuple, while TRF016 checks preprocessing do_* flags in image/video processors. Shared linter/theme is too broad to treat as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "ad0dcbf42bcf51decf6965f7a4437b646c44cd8a137846f8b9d65423ceba3e7a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4299, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4299, + "estimated_input_tokens": 1075, + "estimated_eval_tokens": 2406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are not duplicates: one is a broad implementation/CI update PR, the other is a test-only migration PR with deliberate failing assertions. They do not fix the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the more substantive anchor: it changes production code and CI plumbing across multiple files, while PR 46100 is a narrow test-file edit with intentionally failing assertions.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the best overall representative of the cluster because it contains real code-path changes; PR 46100 looks like a temporary or placeholder test migration and is not a comparable fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Reject: the PRs are unrelated. 45932 updates model code and workflow secrets across several files, while 46100 only edits a ViT test file and adds intentional failures. They do not appear to address the same bug or merge into one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "86028b57a02cf49ae492a808f1054116cfc43e984450616922e4f29c12d796c3", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8082, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8082, + "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 related by the same feature pattern: adding SDPA dispatch support. However, they target different model families and code paths, so they should remain separate and are not duplicates of one another.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the best representative because it appears to be the broadest implementation, covering multiple model families and associated tests/docs, making it the most comprehensive instance of the SDPA-dispatch change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the strongest standalone PR in this cluster due to its wider scope and larger test coverage, while the other two are narrower model-specific variants of the same general feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both are SDPA-dispatch PRs, but one is for CTRL and the other for T5. They touch different model implementations and are not the same concrete bug/change." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "These overlap only at the high-level goal of adding SDPA support. CTRL vs wav2vec2_conformer/bert and SeamlessM4T/v2 are separate code paths, so they are not duplicates." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA dispatch and the multi-model audio/seq2seq SDPA dispatch PR address different model-specific implementations and cannot plausibly be merged as one duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "e8e8f9917914ddf91197ff8886ad983121740b5f9506d6e80fab33a6605f7a25", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only by broad distributed-modeling overlap, not the same underlying change. PR #46126 is a focused EP/Trainer integration feature, while PR #46269 is a large distributed branch base spanning FSDP, tensor parallel, integrations, and model updates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46126 is the more coherent and specific change set: it targets EP routing/Trainer integration with a small, clearly defined scope. PR #46269 is a broad base branch with many unrelated distributed updates, so it is less suitable as the canonical representative of this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46126 is the best representative because it has a single concrete feature goal and clearer intent. PR #46269 is too broad and multi-purpose to serve as a good cluster anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: the overlap is only at the subsystem level. #46126 adds EP/Trainer integration and router-parallel behavior, while #46269 is a large distributed-base PR touching many areas (FSDP, tensor parallel, integrations, model code). They do not appear to fix the same concrete problem and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-6", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46504", + "pull_request:46138|pull_request:46432", + "pull_request:46138|pull_request:46503", + "pull_request:46138|pull_request:46501", + "pull_request:46138|pull_request:46502", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46504", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46503|pull_request:46504" + ], + "prepared_review_unit_hash": "46113ddba0fbf5defb712e18bb9de0d3efb1a22f56de69b5c59982fe7f22c88f", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14225, + "estimated_input_tokens": 3557, + "estimated_eval_tokens": 7370 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 14225, + "estimated_input_tokens": 3557, + "estimated_eval_tokens": 7370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it contains six unrelated workflow-maintenance pull requests that happen to share a similar \"chore: update ...yml\" style. The pairwise similarity is superficial; each PR changes a different workflow and fixes a different concrete behavior or security concern.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different fixes: stdin handling for self-comment CI vs shell-safe commit-message parsing for build-ci-docker-images." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46432", + "accept": false, + "reason": "One updates self-comment CI command invocation; the other hardens ssh-runner by pinning a download and unsetting HF_TOKEN." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and behavior: self-comment CI message piping vs benchmark_v2 schedule/dispatch triggering." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46501", + "accept": false, + "reason": "Unrelated workflow changes: self-comment CI message transport vs anti-slop permissions scoping." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46502", + "accept": false, + "reason": "No shared code path or bug: self-comment CI command piping vs assign-reviewers checkout ref selection." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "ssh-runner security/environment handling is unrelated to benchmark_v2 event gating." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow concerns: ssh-runner hardening vs anti-slop permission adjustment." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Distinct workflows and purposes; no common underlying bug or mergeable change set." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46504", + "accept": false, + "reason": "ssh-runner download/env hardening is unrelated to build-ci-docker-images commit-message parsing." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both touch workflows, but one changes anti-slop permissions and the other adds workflow_dispatch to benchmark_v2; they are separate changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and different fixes; not the same underlying bug or change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permission scoping and build-ci-docker-images message handling are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "assign-reviewers checkout ref behavior is unrelated to benchmark_v2 trigger logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and concrete edits; no plausible single merged PR." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "benchmark_v2 workflow_dispatch support is unrelated to build-ci-docker-images commit-message parsing." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "18dde5d905619cc141ef4230b418ffc7578368bd28793d7d6b64c68195859a31", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are pull requests about avoiding direct file-open source inspection, but they change different code paths in different modules: one in import_utils, the other in modeling_utils. They are related in theme, not duplicates of the same fix.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46207 is the better representative of the cluster because it is a direct source-reading refactor in an existing implementation path, with tests, and its scope is clearer than the import-utils traversal helper in #46152.", + "best_issue_reason": null, + "best_pr_reason": "PR #46207 is the strongest single PR here: it targets a concrete behavior in _can_set_*_implementation, is self-contained, and is more directly about the source-reading heuristic than #46152, which addresses a separate import-utils path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "They share a broad theme of replacing open()-based source access, but they fix different functions in different files and are not the same underlying bug or 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": 33, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46173-3", + "nodes": [ + "pull_request:46173", + "pull_request:46436", + "pull_request:46474" + ], + "soft_pairs": [ + "pull_request:46436|pull_request:46474", + "pull_request:46173|pull_request:46474" + ], + "prepared_review_unit_hash": "29414d39de4b67c06cb5047b3d629d4b147f698911987e3610086fd0b10762c9", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5920, + "estimated_input_tokens": 1480, + "estimated_eval_tokens": 3216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are near-identical duplicates fixing the same StaticLayer type-hint issue; the generation cache-config PR is unrelated and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46173 is the best canonical representative for the StaticLayer get_seq_length typing fix: it has the explicit issue link to #45987 and the exact patch that updates both the abstract base and StaticLayer implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #46173 is the strongest cluster member to keep: it is directly tied to the tracked issue and has the clearest, fully scoped change for the return-type annotation fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46436", + "right": "pull_request:46474", + "accept": false, + "reason": "Different changes and different code paths: one adjusts static cache max length handling in generation, the other changes a type annotation in cache_utils. They are not the same underlying fix." + }, + { + "left": "pull_request:46173", + "right": "pull_request:46474", + "accept": true, + "reason": "Same concrete bug/change: both patch StaticLayer.get_seq_length in cache_utils to return int | torch.Tensor, with the same issue target #45987 and essentially identical diff." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary and pairwise verdicts are well grounded in the packet. 46173 and 46474 are effectively duplicate type-hint fixes in cache_utils tied to issue #45987, while 46436 changes generation/static-cache length handling in a different file and is reasonably kept separate. No evidence is overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46513" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46513" + ], + "prepared_review_unit_hash": "ffc4a9b5a20700667852cd30b7df4abd69be13e8b33da16b41d8cfd85ee4ef5f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5069, + "estimated_input_tokens": 1268, + "estimated_eval_tokens": 2792 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5069, + "estimated_input_tokens": 1268, + "estimated_eval_tokens": 2792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same MPS crash in `build_2d_sinusoidal_position_embedding` caused by float64 usage, and both fix the same helper in overlapping RT-DETR code paths. PR 46174 is the broader, more canonical fix across multiple models; 46513 looks like a narrower variant of the same underlying change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46174 is the broader primary fix: it addresses the Apple Silicon/MPS float64 crash across several model implementations of the same helper, not just RT-DETR.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46174 is the best representative because it covers the core bug across more call sites and has the clearest end-to-end fix for the shared helper.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46513", + "accept": true, + "reason": "Both PRs fix the same concrete bug path: `build_2d_sinusoidal_position_embedding` failing on MPS due to float64. They overlap in RT-DETR files and are plausibly mergeable as one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs address the same MPS float64 crash in `build_2d_sinusoidal_position_embedding`, and the overlap in RT-DETR files makes them plausibly mergeable as one bugfix PR. The characterization of PR 46174 as the broader fix and PR 46513 as the narrower variant is conservative and supported by the diffs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46293-2", + "nodes": [ + "pull_request:46293", + "pull_request:46478" + ], + "soft_pairs": [ + "pull_request:46293|pull_request:46478" + ], + "prepared_review_unit_hash": "7bd39ae48d659fdee338d62b65f52e0c5fa39368b02b874770cb97e7816d0b13", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4443, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same hub-kernels area and share issue #46291, but they implement different fixes: one updates kernel repo/version metadata for kernels>=0.15.0, while the other pins LayerRepository revisions to main and adds broader config/test changes. They are related, but not the same duplicate change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46478 is the better canonical PR because it is broader and more complete: it updates multiple hub-kernel references, touches kernel config, and includes test coverage, making it the stronger representative of the fix set.", + "best_issue_reason": null, + "best_pr_reason": "PR #46478 is the best overall PR in the cluster because it addresses the problem more comprehensively and is more suitable as the merge target for the shared hub-kernel compatibility work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46293", + "right": "pull_request:46478", + "accept": false, + "reason": "Both mention the same issue and file, but the concrete changes differ: #46293 adjusts repo/version compatibility metadata, while #46478 pins revisions to main and extends config/tests. They are related fixes, not the same PR-worthy code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 36, + "component_count": 36, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46376-2", + "nodes": [ + "pull_request:46376", + "pull_request:46417" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417" + ], + "prepared_review_unit_hash": "3f780b714da90c4b2aa8c7952020a8114b509ef86b2a201a68c2e426ba5c28b1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5960, + "estimated_input_tokens": 1490, + "estimated_eval_tokens": 3236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds multimodal support to continuous batching, while the other adds the HunYuan VL model, docs, and tests. They should not be deduplicated or merged into a single PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for duplicate triage; these PRs target different features and codepaths.", + "best_issue_reason": null, + "best_pr_reason": "No best PR in a duplicate sense; 46417 is a standalone model addition, not a duplicate of 46376.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different scope and implementation: continuous batching multimodal support versus a new HunYuan VL model/docs/tests. They do not fix the same bug or change the same codepath." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/manifest.json b/snapshots/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..75c6c3a06150debca43aa54ecb963d7a65ff8be1 --- /dev/null +++ b/snapshots/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260609t060025z", + "artifacts": { + "hybrid": "snapshots/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-09T06:09:55Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260609T060025Z", + "variant": "hybrid" +} diff --git a/snapshots/20260609T060025Z/manifest.json b/snapshots/20260609T060025Z/manifest.json index 93eaed2014cb629a0e41cb82de915029564c9088..6689e072ce99a63e2f2e05e1eecddc61dc38764b 100644 --- a/snapshots/20260609T060025Z/manifest.json +++ b/snapshots/20260609T060025Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 310 }, "extracted_at": "2026-06-09T06:00:25Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260609t060025z", + "runs": { + "hybrid-model-20260609t060025z": { + "analysis_id": "hybrid-model-20260609t060025z", + "artifacts": { + "hybrid": "snapshots/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260609T060025Z/analysis-runs/hybrid-model-20260609t060025z/manifest.json", + "model": null, + "published_at": "2026-06-09T06:09:55Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260609T060025Z", "watermark": {