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"cluster_id": "cluster-46894-7", + "cluster_id": "cluster-46894-6", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897, - 46901 + 46897 ], - "reason": "Issues in cluster-46894-7 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-6 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-47138-4", @@ -6101,29 +5347,27 @@ "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43451-19", + "cluster_id": "cluster-43451-16", "canonical_pr_number": 47322, "duplicate_pr_numbers": [ 43451, - 46196, 46376, 46509, 46658, - 46836, - 47096, 47143, 47163, - 47175, + 47166, 47181, + 47184, 47210, - 47243, - 47253, - 47292, + 47291, + 47298, 47301, - 47306 + 47306, + 47336 ], - "target_issue_number": 47321, - "reason": "PRs in cluster-43451-19 are treated as duplicates because they converge on issue #47321 with closing_reference, soft_similarity evidence." + "target_issue_number": null, + "reason": "PRs in cluster-43451-16 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -6194,17 +5438,7 @@ 46310 ], "target_issue_number": 46305, - "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46554-3", - "canonical_pr_number": 46716, - "duplicate_pr_numbers": [ - 46554, - 46558 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46554-3 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference evidence." }, { "cluster_id": "cluster-46693-3", @@ -6213,7 +5447,7 @@ 46696 ], "target_issue_number": 46693, - "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." + "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-46869-3", @@ -6222,10 +5456,10 @@ 46922 ], "target_issue_number": 46869, - "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference evidence." }, { - "cluster_id": "cluster-46894-7", + "cluster_id": "cluster-46894-6", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, @@ -6233,7 +5467,16 @@ 47090 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-7 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47003-2", + "canonical_pr_number": 47243, + "duplicate_pr_numbers": [ + 47003 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47003-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-47122-3", @@ -6265,15 +5508,15 @@ } ], "best_issue": { - "cluster_id": "cluster-43451-19", - "issue_number": 47321, - "reason": "Issue #47321 is the strongest global issue candidate because it is open, belongs to a cluster with 19 artifacts, and carries 1 discussion comments plus 2 inbound references.", - "score": 294.0 + "cluster_id": "cluster-46894-6", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 1 discussion comments plus 10 inbound references.", + "score": 172.0 }, "best_pr": { - "cluster_id": "cluster-43451-19", + "cluster_id": "cluster-43451-16", "pr_number": 47322, - "reason": "PR #47322 is the strongest global PR candidate because it is open, belongs to a cluster with 19 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 318.986 + "reason": "PR #47322 is the strongest global PR candidate because it is open, belongs to a cluster with 16 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 288.986 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index d0a7cba490018e52d9ab6ef3a159c1b7ea39d799..10b09700c3d82b6642976723723579afabdf78b7 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": "20260715T060030Z", - "generated_at": "2026-07-15T06:11:42Z", + "snapshot_id": "20260715T120033Z", + "generated_at": "2026-07-15T12:14:50Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -10,13 +10,13 @@ "component_index": 1, "component_count": 27, "review_unit_index": 1, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:24643", "issue:30277", @@ -101,8 +101,8 @@ "issue:43716|issue:46869", "issue:34928|issue:44805", "issue:45685|issue:46869", - "issue:34928|issue:36331", "issue:43638|issue:45161", + "issue:34928|issue:36331", "issue:45859|issue:45902", "issue:43596|issue:45161", "issue:43716|issue:45507", @@ -111,8 +111,8 @@ "issue:39290|issue:45081", "issue:45800|issue:46515", "issue:45823|issue:45874", - "issue:34928|issue:41720", "issue:43425|issue:44292", + "issue:34928|issue:41720", "issue:43828|issue:45161", "issue:43541|issue:43716", "issue:43828|issue:44292", @@ -131,325 +131,385 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "b66fab7841f83a02ea9c8562674f150a0d4b699d5855ccbc9dc7e26b81d6279e", + "prepared_review_unit_hash": "69388bc66474e0a5db257e442ac90d6c3bf00e6189815c9a05647e65bb64bce0", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 62, - "serialized_chars": 46276, - "estimated_input_tokens": 11569, - "estimated_eval_tokens": 23394 + "serialized_chars": 46282, + "estimated_input_tokens": 11571, + "estimated_eval_tokens": 23398 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a mostly heterogeneous set of issue reports; only a couple of soft edges look like true duplicates. The clearest duplicate pair is the ZeRO-3 index-out-of-bounds reports, and the torch-version incompatibility reports also look mergeable. Most other pairs are just same subsystem/model family or same broad error class, not the same underlying bug.", + "summary": "This cluster is mostly heterogeneous. The strongest evidence supports a few duplicate issue groups: the Bert/DeepSpeed ZeRO-3 empty-index crashes, the Qwen3_5Moe rotary-embedding/offload bug, and the torch 2.4.1 incompatibility reports. The docs-only items are only broadly similar at the v5-cleanup level; different removed references are not enough to merge them as the same underlying change.", "confidence": 0.76, - "canonical_issue_reason": "No single issue cleanly represents the whole mixed set; if one representative must be chosen, issue 43596 is the best anchor because it is part of the clearest exact-duplicate pair and describes the shared ZeRO-3 index-out-of-bounds failure well.", + "canonical_issue_reason": "issue:43596 is the clearest canonical issue for the Bert/ZeRO-3 pair because it states the concrete empty-index crash on BertModel with ZeRO-3; issue:43638 is the same failure mode but narrowed to a non-pretrained Bert model.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43596 is the strongest representative of the only high-confidence duplicate-style bug here: the same DeepSpeed ZeRO-3 empty-tensor/index-0 failure is reported again in 43638.", + "best_issue_reason": "issue:43596 is the best global issue representative because it is the most specific, actionable report in the strongest duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: config attribute error vs streaming chat/completions inference error; same model family is not enough." + "reason": "Different failures: a Qwen3.5 config attribute error vs a streaming chat/completions API bug." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both are backend/hardware problems, but the models, platforms, and failure modes differ completely." + "reason": "Both mention runtime problems, but they are different bugs: GPT-OSS on AMD GPUs vs an MPS histogram/int issue." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and different device/runtime issues; not the same bug." + "reason": "Different model and code path: Mistral-3 image-preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both mention dtype/device problems, but they are unrelated model/backend failures." + "reason": "Broad dtype/device symptoms only; the underlying model and failing path are different." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "One is an AMD GPU execution problem, the other is a broken official example; no shared concrete code-path bug." + "reason": "A GPU failure in GPT-OSS is not the same underlying bug as a broken Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Both touch MoE-ish areas, but the reported failures are unrelated and model-specific." + "reason": "Different issues: GPT-OSS GPU failure vs GraniteMoEHybrid calling an invalid method." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export failure are distinct bugs." + "reason": "DeepSpeed collective mismatch during Jamba training is unrelated to ModernBERT ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export problem vs FP8 failure; only superficial similarity." + "reason": "ONNX export failure and FineGrainedFP8 failure are distinct code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export and auto device-map CUDA assert are different code paths and symptoms." + "reason": "ModernBERT export and Qwen3 auto-device-map CUDA assert are unrelated failures." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and RAG docs drift are unrelated." + "reason": "Table QA crash vs outdated RAG docs; same repo area, different problems." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error is unrelated to the GenerationMixin import breakage." + "reason": "Export failure and GenerationMixin import failure are separate issues." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup items, but they reference different removed v5 features and look like separate changes." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup issues, but they refer to different removed docs topics and should stay separate." + "reason": "One is about removed pipeline tasks, the other about the removed transformers run command; broad v5-docs-cleanup similarity is not enough." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different training/resume behaviors and different failure modes; not the same bug." + "reason": "Qwen3.5 embedding/trainer failure and resume-training remote-code issue are not the same bug." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Locally downloaded model resume issue and YOLO multi-GPU device-map issue are unrelated." + "reason": "Resume training with remote code and YOLO multi-GPU device-map auto are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both are tensor shape/device mismatch style failures, but the titles point to different bugs and models." + "reason": "Generic mask/tensor shape mismatch vs Gemma4 PLE device mismatch; different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error is a different class of bug from a mask/index shape mismatch." + "reason": "Bert ZeRO-3 loading crash and generic mask-shape mismatch are distinct bugs." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "Unrelated: ZeRO-3 Bert loading failure vs training resume with trust_remote_code." + "reason": "Bert ZeRO-3 crash and remote-code resume-training issue are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both involve indexing errors, but one is specifically ZeRO-3 init on Bert; the other is a generic mask/tensor shape mismatch." + "reason": "Different symptoms and code paths: Bert ZeRO-3 index error vs generic mask shape mismatch." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Different multimodal/video issues and different symptoms." + "reason": "Mask/tensor mismatch is unrelated to Qwen3.5 video feature/token mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Generic index/shape mismatch is not the same as GPT-OSS tensor-parallel failure." + "reason": "Generic mask mismatch and GPT-OSS tensor-parallel-only failure are different bugs." }, { - "left": "issue:43039", - "right": "issue:45161", + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training remote-code issue and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", "accept": false, - "reason": "Liger Kernel cross-entropy issue and GPT-OSS TP issue are unrelated." + "reason": "Qwen3.5 video StopIteration and remote-code resume-training are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Processor voice preset bug and ONNX export bug are unrelated." + "reason": "BarkProcessor voice_preset and ModernBERT export failures are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but the model contexts and failures are different." + "reason": "Jamba collective mismatch is not the same as the Bert ZeRO-3 index-0 crash." }, { - "left": "issue:43596", - "right": "issue:43638", - "accept": true, - "reason": "Same underlying ZeRO-3 empty-tensor/index-0 failure during Bert/loader initialization; these look like direct duplicates." + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and the mask shape mismatch are separate bugs." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram/int limitation and YOLO multi-GPU failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 loading crash and GPT-OSS tensor-parallel issue are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch and custom compute_loss signature break are unrelated." }, { "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Both point to the same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug affecting rotary-frequency handling." + }, + { + "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "CPU offload incompatibility in Qwen3_5Moe rotary embedding is not the GPT-OSS TP bug." + "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel-only failure are not the same issue." }, { - "left": "issue:43975", - "right": "issue:44457", + "left": "issue:43716", + "right": "issue:45507", "accept": false, - "reason": "Tokenizer detokenization regression and LoRA save/reload mismatch are different problems." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid-method failure are unrelated." }, { "left": "issue:44292", - "right": "issue:44457", + "right": "issue:45237", "accept": false, - "reason": "NVFP4 runtime error is unrelated to LoRA merge/save inconsistency." + "reason": "Qwen-3-8B-NVFP4 runtime failure and GPT-OSS AMD GPU failure are different model-specific bugs." }, { - "left": "issue:44841", - "right": "issue:46661", + "left": "issue:45874", + "right": "issue:46294", "accept": false, - "reason": "Processor failure for Voxtral and remote-code config_class import error are different issues." + "reason": "Reverse-embedding lookup cost and Qwen3.5 video token mismatch are unrelated." }, { - "left": "issue:24643", - "right": "issue:30277", + "left": "issue:39290", + "right": "issue:45081", "accept": false, - "reason": "Both are DeepSpeed training errors, but the specific failures and code paths differ." + "reason": "Gemma3 missing sliding_window_pattern and mistral regex patch crash are unrelated." }, { - "left": "issue:43716", - "right": "issue:46869", - "accept": false, - "reason": "Different model families and backend/device-map contexts." + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility problem; 46515 is a shorter duplicate report." }, { - "left": "issue:34928", - "right": "issue:44805", + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "Both mention recomputation/shape mismatches, but they are not the same failure or model path." + "reason": "Gemma4 PLE device mismatch and reverse-embedding lookup regression are different forward-path bugs." }, { - "left": "issue:45685", - "right": "issue:46869", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "MPS histogram-not-implemented and YOLO multi-GPU device-map failures are unrelated." + "reason": "General torch incompatibility and Qwen-3-8B-NVFP4 runtime failure are not the same bug." }, { "left": "issue:34928", - "right": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Activation checkpointing/FSDP size mismatch is unrelated to the custom_trainer compute_loss signature break." + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are different issues." }, { - "left": "issue:43638", + "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert index error and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Phi-tiny-MoE autocast dtype mismatch and GPT-OSS tensor-parallel-only issue are unrelated." }, { - "left": "issue:45859", - "right": "issue:45902", + "left": "issue:43541", + "right": "issue:43716", "accept": false, - "reason": "Same class name, but one is CPU offload incompatibility and the other is uninitialized-memory after materialization; not clearly the same bug." + "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image dtype mismatch are distinct bugs." }, { - "left": "issue:43596", - "right": "issue:45161", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "Different DeepSpeed/loader bug vs GPT-OSS tensor-parallel bug." + "reason": "Phi-tiny-MoE autocast mismatch and Qwen-3-8B-NVFP4 runtime failure are different failures." }, { "left": "issue:43716", - "right": "issue:44292", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram/int limitation are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", "accept": false, - "reason": "Mistral-3 image dtype mismatch and Qwen NVFP4 runtime error are unrelated." + "reason": "GraniteMoEHybrid invalid-method call and MPS histogram/int issue are unrelated." }, { "left": "issue:44292", - "right": "issue:45237", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and Qwen3.5 embedding unpacking with TRL SFT trainer are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Both are model/runtime issues, but the concrete failures and platforms differ." + "reason": "TRL SFT embedding unpacking issue and GPT-OSS tensor-parallel issue are unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy call and Qwen3.5 embedding unpacking are unrelated." + "reason": "Liger Kernel cross_entropy use and Qwen3.5 embedding unpacking are unrelated." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Both are ZeRO-3 index errors, but the model contexts differ enough that this is not clearly the same underlying bug." + "reason": "Both are ZeRO-3 index-0 crashes, but on different model families and not clearly the same root cause." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanup items, but they cover different removed docs content and should not be merged." + "reason": "Docs-only similarity is too broad; pipeline-task references and run-command references are different cleanup items." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different dtype/device issues in different models and backends." + "reason": "Phi-tiny-MoE autocast dtype mismatch and MPS histogram/int issue are different bugs." }, { "left": "issue:43039", - "right": "issue:44805", + "right": "issue:43828", "accept": false, - "reason": "Cross-entropy/Liger issue is unrelated to the mask-index shape mismatch." + "reason": "Liger Kernel cross_entropy issue and Phi-tiny-MoE autocast mismatch are unrelated." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Collective mismatch under ZeRO-3 and compute_loss signature change are unrelated." + "reason": "DeepSpeed collective mismatch and custom compute_loss keyword break are not the same issue." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation-checkpointing mismatch is unrelated to GenerationMixin import failure." + "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 outdated RAG docs are unrelated." + "reason": "GPT-OSS GPU failure and outdated RAG docs are unrelated." }, { - "left": "issue:45800", - "right": "issue:46515", - "accept": true, - "reason": "Same compatibility regression centered on torch 2.4.1; 46515 is a vaguer duplicate of the more specific 45800 report." + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call and mask-shape mismatch are different code paths." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft edges are plausible duplicates based on the titles/body context: 43596\u219443638 for the shared DeepSpeed ZeRO-3 IndexError, and 45800\u219446515 for the torch 2.4.1 incompatibility reports. The remaining verdicts appropriately reject only superficial similarity." + "accept": false, + "feedback": "Mostly grounded, but one soft-edge accept is too confident: issue:44509 vs issue:44512 only share a broad v5-docs-cleanup theme, and the titles suggest different removed references (pipeline tasks vs transformers run command). That is not enough to call them the same duplicate with confidence. The canonical issue choice for the Bert/ZeRO-3 pair is fine, but the summary should stay more cautious about what is actually evidenced in the packet." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -459,13 +519,13 @@ "component_index": 1, "component_count": 27, "review_unit_index": 2, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:36010", "issue:39290", @@ -533,8 +593,8 @@ "issue:44863|issue:46015", "issue:45020|issue:46304", "issue:45812|issue:45920", - "issue:44292|issue:46015", "issue:43866|issue:44863", + "issue:44292|issue:46015", "issue:43872|issue:46304", "issue:39290|issue:43531", "issue:41093|issue:43638", @@ -543,14 +603,14 @@ "issue:43425|issue:45070", "issue:43541|issue:47228", "issue:43975|issue:45901", - "issue:43792|issue:45070", "issue:45362|issue:45464", "issue:43596|issue:45800", + "issue:43792|issue:45070", "issue:43541|issue:46869", "issue:44292|issue:45901", "issue:39290|issue:45823", - "issue:45464|issue:45685", "issue:36010|issue:39290", + "issue:45464|issue:45685", "issue:43541|issue:45685", "issue:43541|issue:43828", "issue:44841|issue:45084", @@ -559,286 +619,286 @@ "issue:41093|issue:41762", "issue:45399|issue:46661" ], - "prepared_review_unit_hash": "c16a01c8cbdb5c009df61a29d8f081aaef7e729b5085ad3136d84f87ec1e8488", + "prepared_review_unit_hash": "cd1f534c5fafb469b5c2e1a9583841f93f5ff880c8c7b2fe16c3e39ecc5d1d92", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 41, - "serialized_chars": 39732, - "estimated_input_tokens": 9933, - "estimated_eval_tokens": 20122 + "serialized_chars": 39736, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated issues. Two pairs look like true duplicate families: the AutoTokenizer v5 regression and the ZeRO-3 index-out-of-bounds loading bug. The rest are only loosely similar by subsystem or error class and should stay separate.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45920 is the best representative issue here: it describes a broad, concrete AutoTokenizer token-ID regression across multiple models in v5, which subsumes the narrower Granite-only report.", + "summary": "This cluster is mostly a loose collection of unrelated model-loading/runtime regressions. The only strong duplicate pair is the v5 AutoTokenizer wrong-token-ID regression across Granite and other model families.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45920 is the better canonical issue because it describes the broader regression across multiple model families, while issue:45812 is a narrower Granite-specific instance of the same tokenizer bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest anchor for the tokenization regression family because it is broader, more specific about the failing behavior, and covers multiple affected models rather than a single example.", + "best_issue_reason": "issue:45920 is the strongest cluster representative: broad impact, clear symptom, and the most general statement of the underlying regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both mention version incompatibility, but they are different failures: torch 2.4.1 vs USE_DISTRIBUTED=0 support breakage." + "reason": "Both are version-compatibility complaints, but one is about torch 2.4.1 vs transformers 5.8.0 and the other is a USE_DISTRIBUTED=0 break in 5.9.0; different concrete failures and code paths." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "Different problem domains and symptoms: vLLM model load failure vs PyTorch distributed build-flag regression." + "reason": "Different problems: PaddleOCR-VL load failure in vLLM 0.11.0 versus a PyTorch distributed-support regression in transformers 5.9.0." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading complaints, but they involve different models and different failure modes (corrupted checkpoint vs missing loaded weights)." + "reason": "Both are model-loading issues, but one is a corrupted Ovis2 checkpoint and the other is a missing-weight load issue for Sam3Model; not the same bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Unrelated models and errors: Gemma3 config attribute missing in vLLM vs Qwen3 auto device-map cuda assert." + "reason": "Different model and failure mode: Gemma3 missing sliding_window_pattern under vLLM versus Qwen3 auto device mapping causing cudaErrorAssert." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same underlying ZeRO-3 loading bug pattern: both report index 0 out of bounds with size 0 during model initialization/loading under DeepSpeed zero3." + "accept": false, + "reason": "Both hit an index-out-of-bounds during ZeRO-3, but they involve different models and scenarios; too broad to treat as the same concrete bug." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but they cover different documentation issues and different removed/legacy APIs." + "reason": "Separate documentation issues with different outdated text and no shared code-path bug." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Completely different areas: AMD GPU model runtime vs table-question-answering pipeline crash." + "reason": "Unrelated failures: AMD GPU support for GPT-OSS-20B versus a table-question-answering crash." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different incompatibilities and different failure classes; float8 storage lookup is not the same as the USE_DISTRIBUTED=0 regression." + "reason": "Different runtime problems: missing Float8 storage versus distributed-support breakage in transformers 5.9.0." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy dispatch issue is unrelated to Qwen3-vl video StopIteration errors." + "reason": "Different symptoms and subsystems: Liger Kernel cross_entropy dispatch versus a Qwen3-vl video StopIteration error." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different failing code paths: processor construction for Voxtral vs device placement mismatch in Gemma4 PLE forward." + "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device-mapping mismatch." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve multimodal Qwen/Gemma-style inputs, but the concrete bugs differ: device mismatch vs apply_chat_template video-token mismatch." + "reason": "Different code paths: device-map forward-device mismatch versus chat-template video feature/token mismatch." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Tokenizer detokenization regression and outdated RAG docs are unrelated." + "reason": "Tokenizer detokenization regression versus documentation about RAG examples; not duplicates." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint loading failure for Ovis2 is not the same as NVIDIA ModelOpt compatibility for DiffusionGemma." + "reason": "Corrupted Ovis2 checkpoint and DiffusionGemma ModelOpt compatibility are unrelated." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model checkpoint loading failure and docs examples issue are unrelated." + "reason": "NemotronH checkpoint loading bug is unrelated to RAG docs cleanup." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage is a broader compatibility report, but not the same bug as the PyTorch USE_DISTRIBUTED=0 issue." + "reason": "Both mention recent versions breaking things, but one is remote_code model compatibility and the other is a PyTorch distributed build issue; different underlying causes." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying tokenizer regression: both report incorrect token IDs in v5, with 45920 being the broader multi-model manifestation of the Granite-only issue." + "reason": "Same underlying regression: AutoTokenizer returning wrong token IDs in v5, with issue:45920 simply broader across more affected model families." }, { - "left": "issue:44292", - "right": "issue:46015", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "Qwen NVFP4 runtime error is unrelated to RAG documentation staleness." + "reason": "Different model-loading failures: corrupted checkpoint versus NemotronH checkpoint compatibility." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "Both are load failures, but they concern different model families and distinct root causes." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG documentation updates." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to the PyTorch distributed build-flag regression." + "reason": "Bitsandbytes/Int8Params incompatibility is a separate dependency issue from the transformers 5.9.0 distributed-support regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention Qwen/Gemma sliding-window-related behavior, but they are different models and different concrete failures." + "reason": "Both mention sliding_window, but they are different model families and different failure descriptions; no clear shared bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are IndexErrors, but one is a mask-length mismatch and the other is a ZeRO-3 empty-tensor initialization problem." + "reason": "Both are IndexError reports with ZeRO-3, but they involve different models and loading/training contexts; not strong enough to merge." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading/running failure is unrelated to table-question-answering pipeline crashes." + "reason": "Whisper load failure and table-question-answering crash are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different affected models and symptoms: GLM-4.7-Flash load test issue vs Ovis2 corrupted checkpoint report." + "reason": "PaddleOCR-VL unit-test load failure and corrupted Ovis2 checkpoint are different model-specific issues." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic PretrainedConfig regression are separate issues." + "reason": "Torch 2.10 incompatibility and a pydantic PretrainedConfig regression are separate compatibility problems." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Both are compilation/runtime regressions, but they affect different models, ops, and failure modes." + "reason": "Both are compile/tracing regressions, but they affect different models and ops; not the same concrete code-path problem." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization bug and table-question-answering crash are unrelated." - }, - { - "left": "issue:43792", - "right": "issue:45070", - "accept": false, - "reason": "Whisper runtime failure is not the same as the PretrainedConfig/pydantic breakage." + "reason": "Tokenizer detokenization regression is unrelated to the table-question-answering crash." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a streaming chat/completions API failure; not enough evidence of the same bug." + "reason": "Both involve Qwen3.5, but one is a transformers chat crash and the other is a streaming chat/completions API failure; different behaviors and likely different fixes." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 loading bug and torch version incompatibility are distinct issues." + "reason": "Different ZeRO-3/index errors and different models; too broad to call the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure is unrelated to the PretrainedConfig pydantic regression." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Different models and different error surfaces: torch dynamo grouped_mm failure vs multi-GPU device-map auto failure." + "reason": "Mixtral torch dynamo grouped_mm failure and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "NVFP4 model runtime failure and table-question-answering crash are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to table-question-answering crashes." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and different bugs: missing config attribute in vLLM vs device_map auto forward mismatch." + "reason": "Different models and different failure modes: Gemma3 config attribute error versus Gemma4 device mismatch." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:36010", + "right": "issue:39290", "accept": false, - "reason": "Qwen3.5 streaming inference issue and MPS histogram operator limitation are unrelated." + "reason": "Both are import/config-related, but the GenerationMixin import error and the Gemma3TextConfig missing attribute are unrelated." }, { - "left": "issue:36010", - "right": "issue:39290", + "left": "issue:45464", + "right": "issue:45685", "accept": false, - "reason": "ImportError for GenerationMixin and Gemma3 sliding_window_pattern attribute error are separate compatibility issues." + "reason": "Chat/completions streaming failure and MPS histogram Int error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Different models and different ops: grouped_mm tracing failure vs MPS histogram not implemented for Int." + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the MPS histogram not implemented error." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are dtype/compile-related, but the concrete failures and affected models differ." + "reason": "Different model/runtime issues: grouped_mm tracing failure versus autocast dtype mismatch." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral is not the same as the non-template-node compilation error." + "reason": "Processor failure for Voxtral and a non-template-nodes compile error are unrelated." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "GraniteMoEHybrid invalid method call and YOLO multi-GPU device-map failure are different code paths." + "reason": "Invalid-method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint report." + "reason": "lm_head weight tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but the tensor-shape mismatch in one is not the same as the ZeRO-3 empty-index bug in the other." + "reason": "Both are index-shape errors, but they occur in different model-loading scenarios and do not clearly share the same root cause." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn fallback blocking and remote-code config_class AttributeError are different issues in different loader paths." + "reason": "Flash-attn2 fallback blocking and remote-code model_class/config_class failures are distinct compatibility issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The two accepted pairs are well-supported by the issue titles and descriptions: the ZeRO-3 index-out-of-bounds loading bug family, and the AutoTokenizer wrong-token-ID v4\u2192v5 regression family. The remaining pairs are appropriately rejected as only loosely similar or clearly unrelated. No mergeability concerns apply since this is issue/issue clustering, not a PR pair." + "feedback": "The summary stays grounded in the packet: it identifies only the clearly supported duplicate pair (issue:45812 / issue:45920) and treats the rest as likely unrelated or at least not safely mergeable. The soft-edge rejections are generally conservative and do not overclaim duplicates based on title-level similarity alone." }, "evaluator_used": true, "retried": false, @@ -851,13 +911,13 @@ "component_index": 1, "component_count": 27, "review_unit_index": 3, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:39186", "issue:40990", @@ -921,16 +981,16 @@ "issue:43531|issue:45070", "issue:44387|issue:45005", "issue:46869|issue:47228", - "issue:45507|issue:47228", "issue:41093|issue:43596", - "issue:45020|issue:45800", + "issue:45507|issue:47228", "issue:43716|issue:46294", + "issue:45020|issue:45800", "issue:44479|issue:46294", "issue:43054|issue:43994", "issue:46468|issue:46869", "issue:43596|issue:46165", - "issue:45759|issue:45902", "issue:46640|issue:46661", + "issue:45759|issue:45902", "issue:39186|issue:44918", "issue:43716|issue:44918", "issue:43645|issue:45399", @@ -945,142 +1005,142 @@ "issue:44918|issue:45507", "issue:45183|issue:46463" ], - "prepared_review_unit_hash": "1e40176a08a3d0728087ef69c4c1bb1e9c24bf37b35d67a9e4b5b9ca6eeae1f7", + "prepared_review_unit_hash": "346d25c9d9ca3545f2cccbd906d8e86c115be8926488d8dad7737b7be8cfea4a", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38034, - "estimated_input_tokens": 9509, - "estimated_eval_tokens": 19274 + "serialized_chars": 38041, + "estimated_input_tokens": 9511, + "estimated_eval_tokens": 19278 }, "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 and model-specific bugs. I found no soft pair that clearly shares the same underlying code-path failure closely enough to merge as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella report in the set (recent Transformers versions breaking remote_code models), so it is the closest representative of the cluster, though the items are not true duplicates.", + "summary": "This set is mostly a loose bundle of unrelated Transformers issues. Only two small duplicate families look credible: Qwen video-input regression reports, and the generic input-validation error-message bug with a T5-specific instance. No single global canonical issue stands out.", + "confidence": 0.73, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole set; the items split into several unrelated bugs, with only a couple of true duplicate pairs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the strongest standalone representative because it describes a widely scoped, user-facing regression with clear version context; the rest are mostly narrower, unrelated failures.", + "best_issue_reason": "Issue 45183 is the strongest umbrella candidate: it describes a generic validation-code-path bug across models and can absorb the T5-specific report as a concrete instance.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are v5-related config breakages, but one is a missing StableLmConfig field and the other is a pydantic PretrainedConfig field issue; different failure modes." + "reason": "Same v5-era config surface, but different concrete problems: missing pad_token_idx vs pydantic PretrainedConfig field handling." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "One is a torch/Transformers version incompatibility, the other is a Gemma4 device-mapping mismatch in forward; not the same bug." + "reason": "Both are recent regressions, but one is torch/transformers incompatibility and the other is a device-mismatch forward bug." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are unrelated model-loading/support problems." + "reason": "Different models and failure modes: PaddleOCR-VL load failure vs GGUF gpt-oss architecture support." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes keyword-argument incompatibility and a Sam3 bf16 compilation regression are different issues." + "reason": "Both are regression reports, but the concrete bugs differ: bitsandbytes init-arg incompatibility vs Sam3 bf16 compilation regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both involve tensor shapes, but one is a mask/index mismatch and the other is a Qwen3.5 embedding unpacking failure with TRL; different root causes." + "reason": "Both mention mask/index shape errors, but the model/training paths differ enough that this is not clearly the same bug." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Image preprocessor dtype mismatch is unrelated to the Sam3 compilation regression." + "reason": "Unrelated failures: image-preprocessor dtype mismatch vs bf16 compilation regression." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch for Phi-tiny-MoE is not the same as Qwen3.5 streaming inference failure." + "reason": "Different symptoms and code paths: autocast dtype mismatch vs streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 chat/completions streaming are unrelated." + "reason": "One is GGUF architecture support, the other is a streaming inference failure on Qwen3.5." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "The former is an init_empty_weights/_is_hf_initialized constructor error; the latter is a pydantic PretrainedConfig field breakage." + "reason": "Both involve v5 changes, but 44291 is specifically the unexpected _is_hf_initialized constructor arg." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and the PretrainedConfig pydantic issue do not share a code path." + "reason": "Sliding-window behavior on Qwen3-MoE is a different bug from the config/pydantic regression." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Quantization OOM from increased reserved memory and tied-weights translation-model issues are different bugs." + "reason": "Quantization memory/OOM behavior and tied-weights translation issues are different code paths." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO multi-GPU device_map auto failure is unrelated to the Sam3 bf16 compilation regression." - }, - { - "left": "issue:45507", - "right": "issue:47228", - "accept": false, - "reason": "GraniteMoEHybrid invalid method calls and bf16 compilation regression are distinct failures." + "reason": "Different subsystems: multi-GPU device_map handling vs bf16 compilation." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Mask length mismatch and deepspeed zero3 init index error are different shape/indexing problems." + "reason": "Both are IndexErrors, but the specific tensor shapes and initialization contexts do not match closely enough." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:45507", + "right": "issue:47228", "accept": false, - "reason": "Both are version-related breakages, but one is broad remote_code loading regression and the other is a torch/Transformers compatibility issue." + "reason": "GraniteMoEHybrid invalid-method call is unrelated to the Sam3 compilation regression." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Image dtype mismatch and Qwen3.5 video feature/token count mismatch are different multimodal bugs." + "reason": "Both touch multimodal input handling, but one is image dtype mismatch and the other is video token/feature alignment." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch version incompatibility are broad but distinct failure causes." }, { "left": "issue:44479", "right": "issue:46294", - "accept": false, - "reason": "Both involve video, but one is a broad v5.3.0 video-input regression while the other is a specific apply_chat_template feature/token mismatch." + "accept": true, + "reason": "Yes \u2014 both report Qwen video-input failures from video feature/token mismatch in the same chat-template/preprocessing path." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2 outputs, but one is text-embedding quality and the other is wrong results with AutoModel/pipeline; not enough evidence of the same defect." + "reason": "Both involve Siglip2, but one is embedding quality and the other is nonsensical pipeline output; not clearly the same root bug." }, { "left": "issue:46468", @@ -1092,104 +1152,107 @@ "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Zero3/BertModel initialization error is different from resume-training with local trust_remote_code models." + "reason": "Different initialization/training scenarios and different errors; trust_remote_code is not enough to make these duplicates." }, { - "left": "issue:45759", - "right": "issue:45902", + "left": "issue:46640", + "right": "issue:46661", "accept": false, - "reason": "One is incorrect AutoModelForCausalLM unwrapping of text_config, the other is uninitialized-memory access in Qwen3_5MoeTextRotaryEmbedding." + "reason": "Flash Attention 2 issue and remote-code config_class AttributeError are separate problems." }, { - "left": "issue:46640", - "right": "issue:46661", + "left": "issue:45759", + "right": "issue:45902", "accept": false, - "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are separate problems." + "reason": "Both concern Qwen 3.5/3.6 multimodal internals, but one is config unwrapping and the other is uninitialized rotary embedding memory." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 'weight must be 2-D' and Qwen3.5 embedding unpacking in TRL are different failures." + "reason": "Different generations of the same error shape, but not enough evidence of the same concrete bug." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image preprocessor dtype mismatch is unrelated to the TRL embedding unpacking error." + "reason": "Image dtype mismatch and Qwen3.5/TRl embedding unpacking are distinct issues." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and flash-attn2 fallback blocking are not the same bug." + "reason": "Notebook custom-model initialization and flash-attn2 fallback logic are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and GLM5 are unrelated model-quality reports." + "reason": "Perplexity regression on gpt-oss and a generic GLM5 issue are not the same bug." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve trust_remote_code/custom modules, but one is a cache-path collision and the other is loading the wrong custom module after save_pretrained; different root cause." + "reason": "Both involve trust_remote_code/custom modules, but one is a cache-path collision and the other is loading the wrong module after save/load." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn2 fallback blocking are unrelated." + "reason": "Qwen3-MoE FP8 failure and flash-attn2 fallback gating are different code paths." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied-weight bug in Mistral3ForConditionalGeneration and tied-weights issues on translation models are related only at a high level, not the same code-path." + "reason": "Tied weights in Mistral3 and translation-model tied-weight issues are not the same concrete defect." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer ReLU discussion and docs mentioning a removed run command are unrelated." + "reason": "A DSA indexer discussion is unrelated to docs mentioning a removed run command." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategy typo and removed-command docs issue are different documentation bugs." + "reason": "Cache-strategy typo and docs command removal are clearly separate." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior and tied-weights translation-model issues do not share the same failure." + "reason": "Quantization/offloading behavior is broader and unrelated to tied-weights translation bugs." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and tied-weights translation-model regressions are unrelated." + "reason": "PagedAttentionCache linear_attention crash is a different model/cache bug from tied-weights handling." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different bugs." + "reason": "Qwen3.5 input-embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Both are validation/error-message reports, but one is a broad XOR input validation bug and the other is T5 decoder input validation; not enough to treat as one defect." + "accept": true, + "reason": "Yes \u2014 46463 looks like the T5-specific manifestation of the broader XOR input-validation error-message bug in 45183." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The only accepted soft-edge pairs are well supported by the titles and issue descriptions: the Qwen video-input regression family and the generic input-validation/error-message bug with a T5-specific instance. The rejected pairs are mostly separated by model, subsystem, or failure mode, and the summary correctly avoids claiming a single canonical issue for the whole set." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1198,20 +1261,19 @@ "component_index": 1, "component_count": 27, "review_unit_index": 4, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:24643", "issue:28530", "issue:36331", "issue:38175", "issue:39692", - "issue:41553", "issue:41762", "issue:42915", "issue:42947", @@ -1219,11 +1281,9 @@ "issue:43493", "issue:43643", "issue:43644", - "issue:43824", "issue:43828", "issue:43856", "issue:43872", - "issue:43883", "issue:43950", "issue:43975", "issue:44292", @@ -1253,7 +1313,9 @@ "issue:46858", "issue:46899", "issue:46932", - "issue:47246" + "issue:47246", + "issue:47332", + "issue:47333" ], "soft_pairs": [ "issue:43975|issue:44292", @@ -1266,10 +1328,11 @@ "issue:43644|issue:43950", "issue:43872|issue:44589", "issue:46899|issue:46932", - "issue:43054|issue:45701", "issue:45920|issue:46489", - "issue:43828|issue:44928", + "issue:43054|issue:45701", "issue:38175|issue:43054", + "issue:47332|issue:47333", + "issue:43828|issue:44928", "issue:45987|issue:46858", "issue:43950|issue:45902", "issue:43054|issue:43493", @@ -1280,227 +1343,219 @@ "issue:24643|issue:28530", "issue:43975|issue:45237", "issue:44403|issue:44488", - "issue:41762|issue:42915", "issue:43643|issue:45020", + "issue:41762|issue:42915", "issue:42947|issue:43856", - "issue:44991|issue:45399", - "issue:43824|issue:43872", - "issue:41553|issue:43883" + "issue:44991|issue:45399" ], - "prepared_review_unit_hash": "649ed008b44310dacac5ce9f746c14418cd5952c4b5b974fdfa64ec29fb91bd0", + "prepared_review_unit_hash": "b152becaebc0a777c477ae096189964647544ef4ec5e151deebaea393f19c2c1", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37015, - "estimated_input_tokens": 9254, - "estimated_eval_tokens": 18764 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36112, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues, with only a few real duplicate subclusters: the non-persistent-buffer regression, the static-cache get_seq_length return-type bug, and the Gemma4 quantized embedder dtype-cast bug.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 43950 is the clearest root-cause writeup for the non-persistent-buffer corruption regression and is the best general anchor among the related duplicates (43644, 44534).", + "summary": "This cluster is mostly loose semantic similarity, with a few true duplicates around non-persistent buffers, static cache length return types, Gemma4 quantized embedders, disk-offloaded Qwen3 saving, and Mamba2 recurrence logic.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #43950 is the clearest root/regression report for the non-persistent-buffer corruption class: it names the transformers 5.x regression broadly and matches the related buffer-junk reports.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the most representative issue in the cluster because it describes the underlying v5 regression at the right abstraction level and has the strongest duplicate signal.", + "best_issue_reason": "Issue #43950 is the best representative issue overall because it is broad, regression-focused, and central to the strongest duplicate set in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and failures: tokenizer detokenization vs NVFP4 runtime error." + "reason": "Different bugs: tokenizer detokenization regression vs a model loading/runtime failure for Qwen-3 NVFP4." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Different bugs: checkpoint loading failure for NemotronH vs tied-weights handling in translation models." + "reason": "Different failure modes: NemotronH checkpoint loading vs tied-weights handling in translation models." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different concrete symptoms." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not enough evidence of one underlying code-path bug." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Doc-example errors with SigLIP2 vs a model-quality regression in text embeddings." + "reason": "Docs/example errors are not the same bug as SigLIP2 text embedding quality/performance being worse than SigLIP." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same underlying Transformers v5 regression: non-persistent buffers are restored/corrupted incorrectly." + "reason": "Same underlying regression: non-persistent buffers are being corrupted/fill with junk in transformers v5." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API change vs DeepSpeed ZeRO-3 loading failure; unrelated code paths." + "reason": "Unrelated issues: custom trainer API change vs DeepSpeed ZeRO-3 load failure." }, { "left": "issue:46032", "right": "issue:47246", - "accept": false, - "reason": "Different Mamba2/NemotronH recurrence paths; related architecture, but not the same concrete bug." + "accept": true, + "reason": "Same recurrence/use_cache bug family in Mamba2-style mixers; the NemotronH report explicitly says the Mamba2 fix was not propagated." }, { - "left": "issue:43644", - "right": "issue:43950", - "accept": true, - "reason": "Same non-persistent-buffer corruption regression in from_pretrained / buffer materialization." + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but one is missing fields in AutoConfig and the other is broader model-loading breakage; not the same concrete bug." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different quantization/storage incompatibilities with distinct error signatures." + "reason": "Different incompatibilities: bitsandbytes constructor arg mismatch vs missing Float8 storage object." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-cast bug; 46932 is a direct fix for the 46899 failure mode." - }, - { - "left": "issue:43054", - "right": "issue:45701", - "accept": false, - "reason": "Different problems: SigLIP2 embedding quality vs tokenizer changes across versions." + "reason": "Same Gemma4 quantized vision/audio embedders dtype-casting bug; the second explicitly says it fixes the same issue." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both tokenizer regressions, but for different model families and different failure details." + "reason": "Tokenizer regressions, but not clearly the same code path or same concrete failure; one is broad wrong token IDs, the other is a DeepSeek-Coder v1 output bug." }, { - "left": "issue:43828", - "right": "issue:44928", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Different failure modes: autocast dtype mismatch vs Qwen3.5 3D position_ids / SDPA fallback gradient instability." + "reason": "SigLIP2 text embedding quality issue is unrelated to general tokenization changes." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but one is zero-probabilities inference behavior and the other is text-embedding quality; not the same bug." + "reason": "Both are about SigLIP2 behavior, but one is zero probabilities and the other is poorer text embeddings; not the same bug." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Same disk-offloaded Qwen3 save-path failure; only the model variant differs." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different issues: autocast dtype mismatch vs RLHF NaNs from 3D position_ids and SDPA fallback." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same StaticCache get_seq_length contract bug; 46858 is a more specific manifestation of returning a tensor instead of an int." + "reason": "Same StaticCache.get_seq_length contract bug: it returns a tensor instead of a plain int, breaking downstream arithmetic." }, { "left": "issue:43950", "right": "issue:45902", - "accept": false, - "reason": "Different root cause: non-persistent buffers vs uninitialized rotary-embedding memory after to_empty materialization." + "accept": true, + "reason": "Same non-persistent-buffer regression class: uninitialized/junk buffer values after materialization are the same underlying bug family." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Related SigLIP2 theme, but one is embedding quality and the other is HF vs JAX discrepancy; not the same concrete issue." + "reason": "Both concern SigLIP2, but one is text embedding quality and the other is HF vs JAX implementation discrepancy; not enough to merge." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Different Qwen3.5 issues: flash-attn crash from 3D position_ids vs CPU-offload incompatibility in rotary embedding." + "reason": "Different code paths: FlashAttention crash from 3D position_ids vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different Gemma4/FSDP2 state handling vs rotary-embedding memory initialization bug." + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to non-persistent buffer initialization." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training/memory regressions: LoRA checkpointing vs int4 quantization reserved-memory growth." + "reason": "Both are memory-related, but gradient checkpointing ineffectiveness is not the same bug as int4 quantization increasing reserved CUDA memory." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Noise/warning issue vs specific model loading failure; unrelated symptoms." + "reason": "General loading noise and a specific model load failure are not the same underlying issue." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "DeepSpeed training error vs early-stopping metric configuration; unrelated." + "reason": "Training DeepSpeed weight-shape error is unrelated to early stopping metric selection." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Unrelated domains: tokenizer detokenization vs AMD GPU runtime failure." + "reason": "Tokenizer detokenization bug is unrelated to AMD GPU runtime failure." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise vs a specific tokenizer/model load failure." + "reason": "Noise on loading is not the same as a model-specific loading failure." }, { - "left": "issue:41762", - "right": "issue:42915", + "left": "issue:43643", + "right": "issue:43950", "accept": false, - "reason": "Different model/load paths: Gemma3 ZeRO-3 loading bug vs Qwen3 MoE FP8 failure." + "reason": "Remote-code config field loss and non-persistent-buffer corruption are different regressions." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:41762", + "right": "issue:42915", "accept": false, - "reason": "Both mention remote_code, but one is missing fields in AutoConfig return values and the other is broader model breakage." + "reason": "Different model/runtime failures: ZeRO-3 load index error vs FineGrainedFP8Config failure." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different performance/memory complaints in different training setups." + "reason": "PEFT LoRA checkpointing ineffectiveness is not the same bug as Qwen3 MoE memory inefficiency." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure vs flash-attn fallback logic; unrelated." - }, - { - "left": "issue:43824", - "right": "issue:43872", - "accept": false, - "reason": "Import error for a model class vs bitsandbytes Int8Params constructor incompatibility." - }, - { - "left": "issue:41553", - "right": "issue:43883", - "accept": false, - "reason": "Bad tokenizer error message vs missing all_tied_weights_keys attribute; unrelated." + "reason": "Tokenizer loading regression and flash-attn fallback logic are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: most pairs are reasonably rejected as different bugs, while the accepted duplicates are well supported by the titles and descriptions (especially the non-persistent-buffer regression and the Gemma4 quantized embedder fix). The canonical issue choice is also reasonable. One soft-edge pair (45987/46858) is more of a plausible same-bug subcluster than a fully proven identity, but the writeup does not overstate it." + "feedback": "Grounded overall and the soft-edge calls are conservative. The accepted duplicates are supported by the issue titles and, where available, explicit cross-references/bug-family wording. The rejected pairs are reasonably distinguished by different models, code paths, or failure modes. No obvious overstatement relative to the packet." }, "evaluator_used": true, "retried": false, @@ -1513,13 +1568,13 @@ "component_index": 1, "component_count": 27, "review_unit_index": 5, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:24643", "issue:30064", @@ -1532,6 +1587,7 @@ "issue:43404", "issue:43782", "issue:43792", + "issue:43824", "issue:43827", "issue:43828", "issue:43854", @@ -1548,7 +1604,6 @@ "issue:44661", "issue:44805", "issue:44863", - "issue:44928", "issue:44960", "issue:45020", "issue:45081", @@ -1557,7 +1612,6 @@ "issue:45356", "issue:45399", "issue:45488", - "issue:45588", "issue:45685", "issue:45715", "issue:45759", @@ -1571,6 +1625,8 @@ "issue:46897" ], "soft_pairs": [ + "issue:41553|issue:43883", + "issue:43824|issue:43872", "issue:45081|issue:45399", "issue:45685|issue:45823", "issue:43782|issue:44960", @@ -1580,12 +1636,12 @@ "issue:41553|issue:43881", "issue:45020|issue:45356", "issue:42491|issue:44368", - "issue:43872|issue:46869", "issue:45715|issue:46315", + "issue:43872|issue:46869", "issue:45759|issue:46661", - "issue:45020|issue:46661", "issue:45488|issue:46489", "issue:43827|issue:44509", + "issue:45020|issue:46661", "issue:43404|issue:43950", "issue:43881|issue:43883", "issue:46894|issue:46897", @@ -1597,211 +1653,216 @@ "issue:43854|issue:44863", "issue:44479|issue:44560", "issue:24643|issue:30064", - "issue:41093|issue:44805", - "issue:44928|issue:45588" + "issue:41093|issue:44805" ], - "prepared_review_unit_hash": "957a0224c28856f727301a2126bc7793f7b475ee214ec6ecdc8cc13fb704b550", + "prepared_review_unit_hash": "478a669f9d8104fcc0520d49dd720865f649bfe7cddf025d680c7f8d503daced", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36627, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36287, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, with a few clear duplicate mini-clusters: docs for removed pipeline tasks, identical mask-shape mismatch reports, a Qwen3-VL video regression pair, and a training-loss double-shift pair. There is no single underlying bug across the whole cluster.", - "confidence": 0.93, - "canonical_issue_reason": "This is not one coherent cluster-wide duplicate family; if a single anchor is required, issue 41093 is the cleanest exact duplicate hub because 44805 restates the same mask/tensor shape mismatch almost verbatim.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 41093 is the most concise exact-match bug report among the true duplicates, making it the best representative issue for triage.", - "best_pr_reason": null, + "summary": "Mostly a heterogeneous set of unrelated bugs, with only a few clear duplicate pairs. The strongest duplicates are the docs pipeline-removal reports, the training-loss double-shift reports, and the repeated mask-shape IndexError reports.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46894 is the clearest representative of a concrete, repeated bug pattern (training-loss double-shift) and has a near-duplicate in issue:46897.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "issue:46894 is the most actionable and specific issue among the matched duplicates, with a clear shared failure mode and likely single fix path.", + "best_pr_reason": "No PRs are present in this cluster.", "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different failures: tokenizer error messaging for Voxtral vs missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Unrelated problems: missing Qwen2.5-VL import vs bitsandbytes Int8Params compatibility." + }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Different bugs: tokenizer regex backend crash vs flash-attn fallback gating." + "reason": "Both involve loading/fallback paths, but the concrete bugs differ: Mistral regex patch crash vs flash-attn fallback gating." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different subsystems and failure modes: MPS histogram/int issue vs Gemma4 device-mapping mismatch." + "reason": "Different code paths: MPS histogram on Int vs Gemma4 PLE device placement during forward." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Both are model load failures, but the models and failure mechanisms are unrelated." + "reason": "Different model/load failures with no clear shared root cause: Qwen3VL weight_only error vs GLM5 issue." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote_code regression vs a specific device-map forward mismatch; not the same code-path bug." + "reason": "Too broad: remote_code breakage from recent versions vs a specific Gemma4 device_map bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer mapping-name failure vs remote_code model breakage; too different." + "reason": "One is a tokenizer-mapping helper failure; the other is a broad remote_code regression. Same area, not the same bug." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Different model/runtime issues; autocast dtype mismatch is not the same as device-map mismatch." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Gemma4 device placement mismatch." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Both are loading problems, but they involve different models and distinct error paths." + "reason": "Both are model-loading complaints, but they affect different models and different failure mechanisms." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Kimi tokenizer regression is more specific than the broad remote_code breakage; not the same bug." + "reason": "Generic remote_code regressions vs a specific Kimi-K2.5 tokenizer regression; no concrete shared fix." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both mention Qwen3/LoRA, but one is a compatibility break and the other is a warning about gradient checkpointing config." - }, - { - "left": "issue:43872", - "right": "issue:46869", - "accept": false, - "reason": "bitsandbytes constructor incompatibility vs YOLO multi-GPU device-map failure; unrelated." + "reason": "Different problems: hf4.x/hf5.x LoRA compatibility vs a warning about tie_word_embeddings in Qwen3.5 LoRA tuning." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and different hot paths." + "reason": "Both are tokenizer performance issues, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; not the same bug." }, { - "left": "issue:45759", - "right": "issue:46661", + "left": "issue:43872", + "right": "issue:46869", "accept": false, - "reason": "Composite-config unwrapping bug vs remote-code model_class/config_class attribute error; not the same issue." + "reason": "bitsandbytes parameter init issue is unrelated to YOLO multi-GPU device_map behavior." }, { - "left": "issue:45020", + "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Remote-code breakage is too broad to merge with this specific config_class attribute error." + "reason": "Different AutoModel config bugs: text_config unwrapping vs remote-code model_class.config_class missing." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both involve DeepSeek tokenizers, but they describe different families and likely different tokenizer-code paths." + "reason": "Both touch DeepSeek tokenization, but one is a tokenizer.json pre-tokenizer override regression and the other is a separate v5 output regression tied to a PR gap." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both report stale mentions of removed v5 pipeline tasks." + "reason": "Same documentation regression: both report lingering references to removed pipeline tasks in v5 docs." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Different remote-code failures: broad breakage in recent versions vs missing config_class on from_pretrained." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight tying bug vs non-persistent buffer corruption; unrelated code paths." + "reason": "Different core bugs: untied lm_head in Mistral3 vs silent corruption of non-persistent buffers on from_pretrained." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and different load-time failures, despite both being model-loading issues." + "reason": "Both are model load failures, but the symptoms and likely causes differ substantially." }, { "left": "issue:46894", "right": "issue:46897", "accept": true, - "reason": "Same underlying training-loss double-shift bug pattern across two model reports." + "reason": "Both describe the same training-loss double-shift bug pattern affecting different models, and could plausibly be fixed in one change." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Possible audio overlap, but one is a vague Whisper runtime failure and the other is a specific fbank helper issue; not enough evidence they are the same bug." + "reason": "Different audio-related failures: Whisper loading/running vs _torch_extract_fbank_features()." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is weight loading and the other is gradient averaging under GAS; different bugs." + "reason": "Both involve DeepSpeed, but one is missing MoE weight conversion on load and the other is gradient averaging with model_accepts_loss_kwargs=True." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Trainer signature mismatch and mask-shape mismatch are unrelated failures." + "reason": "Different API/runtime errors: unexpected num_items_in_batch in compute_loss vs a mask/tensor shape mismatch." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing issues, but one is PEFT behavior and the other is a trust_remote_code model flag omission." + "reason": "Gradient checkpointing is the theme, but one is ineffective LoRA checkpointing and the other is a missing supports_gradient_checkpointing flag." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen/ZeRO-3 weight-loading failures, but the model families and reported missing-state patterns differ; not clearly the same bug." + "reason": "Both are ZeRO-3 weight-loading issues in Qwen3-family models, but the model scope and reported failure mode differ too much to treat as the same bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different checkpoint-loading failures for different architectures." + "reason": "Different model-loading failures: GLM-4.7 unit-test load issue vs NemotronH checkpoint loading." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Same video-input regression family for Qwen3-VL variants." + "accept": false, + "reason": "Both are video-related regressions, but one is a broad v5.3.0 regression across multiple Qwen models and the other is a specific StopIteration in Qwen3-vl-embedding." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training/DeepSpeed weight error vs image-processor void segmentation bug; unrelated." + "reason": "Completely different issues: DeepSpeed training weight shape error vs image processor segmentation-map handling." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Near-verbatim duplicate mask-shape mismatch error." - }, - { - "left": "issue:44928", - "right": "issue:45588", - "accept": false, - "reason": "Gradient-explosion/SDPA fallback issue vs flash_attention integration crash on missing s_aux; different bugs." + "reason": "Same IndexError pattern with the same mask/tensor shape mismatch; likely the same underlying off-by-one or length-misalignment bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies a heterogeneous cluster with a few plausible mini-duplicate families rather than over-claiming a single root bug. The accepted soft-edge pairs are reasonable given the titles, and the rejected pairs are appropriately cautious." + "feedback": "The summary is grounded in the packet: no PRs are present, and the identified strong pairs (43827/44509, 46894/46897, 41093/44805) are well supported by the titles and similarity signals. The rejected soft-edge verdicts are generally conservative and do not overclaim shared root cause." }, "evaluator_used": true, "retried": false, @@ -1814,13 +1875,13 @@ "component_index": 1, "component_count": 27, "review_unit_index": 6, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:36010", "issue:38175", @@ -1850,13 +1911,13 @@ "issue:44683", "issue:44805", "issue:44863", - "issue:44877", "issue:44910", "issue:44918", + "issue:44928", "issue:44991", - "issue:45030", "issue:45325", "issue:45584", + "issue:45588", "issue:45663", "issue:45685", "issue:45812", @@ -1871,20 +1932,21 @@ "issue:47254" ], "soft_pairs": [ + "issue:44928|issue:45588", "issue:43716|issue:46468", + "issue:44863|issue:46402", "issue:43366|issue:43828", "issue:44530|issue:44863", - "issue:44863|issue:46402", "issue:43366|issue:43531", - "issue:43596|issue:46515", "issue:41553|issue:44991", + "issue:43596|issue:46515", "issue:45325|issue:45902", "issue:43366|issue:44589", "issue:43638|issue:46515", "issue:45663|issue:45823", - "issue:42915|issue:43957", "issue:44155|issue:45584", "issue:43716|issue:44560", + "issue:42915|issue:43957", "issue:43824|issue:43957", "issue:43950|issue:45834", "issue:41553|issue:44488", @@ -1892,268 +1954,246 @@ "issue:44560|issue:45685", "issue:43645|issue:43646", "issue:44560|issue:44918", - "issue:36010|issue:42915", "issue:44683|issue:46515", + "issue:36010|issue:42915", "issue:44910|issue:46858", "issue:43550|issue:44910", "issue:42947|issue:47254", - "issue:45823|issue:46515", "issue:45812|issue:46489", + "issue:45823|issue:46515", "issue:44661|issue:45823", "issue:44560|issue:44805", - "issue:38175|issue:43994", - "issue:44877|issue:45030", - "issue:43638|issue:44661", - "issue:43596|issue:44661", - "issue:44661|issue:44805" + "issue:38175|issue:43994" ], - "prepared_review_unit_hash": "f5f328f6424720c893ea42ea742aa17030d92ab02e6f6e8be7deb46fbc015866", + "prepared_review_unit_hash": "1e0d77aaa094f291aee2155ff94c7ceb2599f1f12cdeb1818e46b5d569e5a027", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37639, - "estimated_input_tokens": 9410, - "estimated_eval_tokens": 19076 + "soft_pair_count": 32, + "serialized_chars": 36861, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly a collection of distinct model/backend regressions. The only clear duplicate pair is #43645/#43646: both describe the same Transformers 5.0.0 custom-model initialization regression, with #43645 being the notebook-specific variant.", - "confidence": 0.89, - "canonical_issue_reason": "#43646 is the broader, cleaner statement of the Transformers 5.0.0 custom-model initialization regression; #43645 is the Jupyter-notebook-specific manifestation.", + "summary": "Most candidates are distinct bugs affecting different models or code paths. The only clear duplicate pairs are the two custom-model-init Transformer 5.0 issues and the two SigLIP2 output-regression issues.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the broadest, clearest statement of the Transformers 5.0 custom model initialization regression; issue:43645 is the narrower notebook-specific variant.", "canonical_pr_reason": null, - "best_issue_reason": "#43646 is the best representative issue because it captures the underlying regression without narrowing it to a notebook context.", + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster: broad scope, clear failure mode, and minimal environment-specific noise.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both are runtime model bugs, but one is a Qwen3.5 SDPA/BF16 behavior issue and the other is a flash-attention AttributeError on sink-less models; different code paths." + }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different models and failure modes: Mistral-3 image dtype mismatch vs Nemotron example breakage." + "reason": "Different model families and failures: Mistral-3 image dtype mismatch vs broken Nemotron example." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to Sam3Model text-encoder weights not being loaded." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated topics: GGUF gpt-oss support vs Phi-tiny-MoE autocast dtype mismatch." + "reason": "GGUF support for gpt-oss and Phi-tiny-MoE autocast dtype mismatch are unrelated issues." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different subsystems and models: Qwen3.5 PagedAttentionCache crash vs NemotronH checkpoint loading." - }, - { - "left": "issue:44863", - "right": "issue:46402", - "accept": false, - "reason": "Different model families and failure surfaces: NemotronH checkpoint loading vs Sam3Model text-encoder weight loading." + "reason": "PagedAttentionCache on Qwen3.5 and NemotronH checkpoint loading are different bugs." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Same broad Qwen/GGUF area, but not the same bug: gpt-oss GGUF support vs Qwen3-MoE sliding_window behavior." + "reason": "One is GGUF architecture support; the other is a sliding_window bug in Qwen3-MoE." }, { - "left": "issue:43596", - "right": "issue:46515", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "A specific DeepSpeed/Bert index error is not the same as a general torch 2.4.1 incompatibility report." + "reason": "Both concern tokenizers, but Voxtral AutoTokenizer error handling and est-roberta loading failure are different model-specific problems." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:43596", + "right": "issue:46515", "accept": false, - "reason": "Both are tokenizer-loading problems, but for different models and likely different causes." + "reason": "DeepSpeed ZeRO-3/BertModel index error is not the same as the torch 2.4.1 incompatibility report." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Different Qwen variants and different defects: RoPE scaling on still images vs uninitialized memory after meta materialization." + "reason": "Qwen2.5-VL rope-index scaling and Qwen3_5Moe rotary embedding materialization are separate bugs." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Completely different problems: GGUF architecture support vs missing Float8 storage lookup." + "reason": "GGUF support for gpt-oss and missing Float8 storage type are unrelated." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Different bugs: DeepSpeed/Bert index error vs torch version incompatibility." + "reason": "Non-pretrained BertModel ZeRO-3 init failure is not the same underlying issue as a torch version incompatibility." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Different code paths and symptoms: Gemma4 shared_kv_states rebuild bug vs PLE device mismatch under auto device_map." - }, - { - "left": "issue:42915", - "right": "issue:43957", - "accept": false, - "reason": "Different issues: Qwen3-MoE FineGrainedFP8Config failure vs meta-device loading regression." + "reason": "Gemma-4 FSDP2 shared_kv_states bug and Gemma4 PLE device mismatch involve different failure modes." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different models and failures: AudioFlamingo track leakage vs Whisper empty-transcription handling." + "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and unrelated bugs: Mistral-3 image dtype mismatch vs Qwen3-vl video StopIteration." + "reason": "Mistral-3 image dtype mismatch and Qwen3-vl video StopIteration are different multimodal bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device model loading breakage are different initialization paths." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import/export failure for a missing Qwen2.5-VL class is not the same as meta-device loading breakage." + "reason": "Missing Qwen2_5_VL import and meta-device loading regressions are unrelated." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 long-OCR index error." + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index error do not share the same root cause." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different model loading problems with different models; not the same underlying bug." + "reason": "Both are loading-related, but Voxtral AutoTokenizer error messaging and sleng-bert loading failure are not the same bug." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime issue is unrelated to GGUF gpt-oss model support." + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are different requests/issues." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl StopIteration and MPS histogram Int support are unrelated." + "reason": "Qwen3-vl video StopIteration and MPS Int histogram error are unrelated." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same underlying Transformers 5.0.0 custom-model initialization regression; #43645 is the notebook-specific manifestation of #43646." + "reason": "Same underlying regression: Transformers 5.0 breaks custom model initialization; 43645 just narrows it to Jupyter notebooks." }, { "left": "issue:44560", - "right": "issue:44918", + "right": "issue:44805", "accept": false, - "reason": "Both mention Qwen3.5/Qwen3-vl embeddings, but one is a video StopIteration issue and the other is a TRL SFT unpacking failure." + "reason": "Different symptoms and likely different code paths: video StopIteration vs mask/tensor shape mismatch." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:44683", + "right": "issue:46515", "accept": false, - "reason": "ImportError for GenerationMixin and Qwen3Moe FineGrainedFP8Config are unrelated." + "reason": "Compiled flex_attention on torch >= 2.9 and torch 2.4.1 incompatibility are not the same issue." }, { - "left": "issue:44683", - "right": "issue:46515", + "left": "issue:36010", + "right": "issue:42915", "accept": false, - "reason": "Different torch-version breakages in different code paths: compiled flex_attention on >=2.9 vs incompatibility with 2.4.1." + "reason": "GenerationMixin import failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both involve attention/cache internals, but the concrete bugs differ: illegal memory access in flash attention vs device tensor arithmetic in cache length." + "reason": "Qwen3.5 flash-attention illegal memory access from 3D position_ids is different from cache.get_seq_length() returning a device tensor." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and failures: Bamba torch.compile SDPA issue vs Qwen3.5 flash-attention position_ids bug." + "reason": "Bamba-9B-v2 torch.compile/SDPA failure and Qwen3.5 flash-attention packed-sequence misinterpretation are different bugs." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Related topic, but not the same bug: one says checkpointing is ineffective with PEFT LoRA, the other is an explicit CheckpointError with PEFT + ZeRO-3." + "reason": "Gradient checkpointing being ineffective and a CheckpointError under PEFT+ZeRO-3 are related thematically but not the same concrete bug." }, { - "left": "issue:45823", - "right": "issue:46515", + "left": "issue:45812", + "right": "issue:46489", "accept": false, - "reason": "Gemma4 device mismatch is not the same as a torch 2.4.1 incompatibility report." + "reason": "Both are tokenizer regressions, but Granite wrong token IDs and DeepSeek-Coder v1 output corruption are model-specific and not clearly the same root cause." }, { - "left": "issue:45812", - "right": "issue:46489", + "left": "issue:45823", + "right": "issue:46515", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to be separate issues." + "reason": "Gemma4 PLE device mismatch is unrelated to a broad torch version incompatibility report." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Add-new-model helper failure and Gemma4 device mismatch are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES model-addition failure and Gemma4 PLE device mismatch are different code paths." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different symptoms and code paths: Qwen3-vl video StopIteration vs a generic mask shape mismatch." + "reason": "Duplicate of a previous pair in the list; still not the same bug." }, { "left": "issue:38175", "right": "issue:43994", - "accept": false, - "reason": "Same model family, but the titles do not establish the same root cause; one reports zero probabilities, the other nonsensical outputs via AutoModel and pipeline." - }, - { - "left": "issue:44877", - "right": "issue:45030", - "accept": false, - "reason": "Different config-validation problems on different models." - }, - { - "left": "issue:43638", - "right": "issue:44661", - "accept": false, - "reason": "DeepSpeed/Bert index error and add-new-model TOKENIZER_MAPPING_NAMES failure are unrelated." - }, - { - "left": "issue:43596", - "right": "issue:44661", - "accept": false, - "reason": "Different bugs: Bert/ZeRO-3 index error vs add-new-model helper failure." - }, - { - "left": "issue:44661", - "right": "issue:44805", - "accept": false, - "reason": "Different issue classes: model-addition helper validation vs tensor/mask shape mismatch." + "accept": true, + "reason": "Same SigLIP2 regression: zero probabilities / nonsensical outputs from the same model in AutoModel/pipeline use." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall summary is mostly grounded, and the 43645/43646 duplicate call looks well supported. However, at least one soft-edge rationale overstates the packet: the 44863 vs 46402 explanation says both involve Nemotron-family models, but issue 46402 is about Sam3Model, not Nemotron. That factual mismatch makes the review insufficiently conservative." + "accept": true, + "feedback": "The analysis is grounded in the packet and the soft-edge calls are conservative. The two accepted duplicate pairs (43645/43646 and 38175/43994) are plausible from the titles, and the rest are reasonably separated by model, symptom, or code path. The summary does not overstate beyond the evidence provided." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -2163,13 +2203,13 @@ "component_index": 1, "component_count": 27, "review_unit_index": 7, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:38175", "issue:39692", @@ -2178,7 +2218,9 @@ "issue:42915", "issue:43257", "issue:43317", + "issue:43596", "issue:43632", + "issue:43638", "issue:43644", "issue:43645", "issue:43708", @@ -2195,42 +2237,45 @@ "issue:44451", "issue:44488", "issue:44534", + "issue:44661", "issue:44756", + "issue:44805", "issue:44863", + "issue:44877", "issue:44960", "issue:44977", "issue:44991", + "issue:45030", "issue:45276", "issue:45292", "issue:45313", "issue:45335", "issue:45357", - "issue:45488", "issue:45507", "issue:45672", - "issue:45812", "issue:45834", - "issue:46050", "issue:46459", "issue:46468", "issue:46512", "issue:46846", - "issue:46897", - "issue:46899", - "issue:46901" + "issue:46899" ], "soft_pairs": [ + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", "issue:42491|issue:43720", "issue:45672|issue:46899", "issue:43632|issue:45834", "issue:43317|issue:44756", "issue:38175|issue:39692", - "issue:41720|issue:42915", "issue:43644|issue:44534", + "issue:41720|issue:42915", "issue:42915|issue:44756", "issue:42491|issue:45276", - "issue:44451|issue:44488", "issue:44960|issue:44977", + "issue:44451|issue:44488", "issue:44863|issue:46846", "issue:45313|issue:45357", "issue:45507|issue:46468", @@ -2240,231 +2285,227 @@ "issue:39692|issue:43994", "issue:44488|issue:44991", "issue:43856|issue:43873", - "issue:42491|issue:45335", "issue:43854|issue:43931", + "issue:42491|issue:45335", "issue:42491|issue:45292", - "issue:43856|issue:44387", "issue:43708|issue:44075", - "issue:44164|issue:44291", - "issue:44960|issue:46050", - "issue:45488|issue:45812", - "issue:45276|issue:45335", - "issue:46897|issue:46901" + "issue:43856|issue:44387", + "issue:44164|issue:44291" ], - "prepared_review_unit_hash": "f5ee4b17288b924ab52334ba387eeda4405ae19926640afa1c9c5dbe7a78d706", + "prepared_review_unit_hash": "99736e3599102305f2fa4e8e6be9bcf6b96226e5b2f60811ae1b6a416949fe7a", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36011, - "estimated_input_tokens": 9003, - "estimated_eval_tokens": 18262 + "serialized_chars": 36597, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of issue families with a few genuine duplicate pairs. The strongest matches are the Transformers v5 buffer-init regression and the resize_token_embeddings regression; most other soft pairs are false positives.", - "confidence": 0.74, - "canonical_issue_reason": "The cluster is heterogeneous, so no single issue cleanly subsumes all items.", + "summary": "This cluster is mostly a loose collection of Transformers v5 / model-loading regressions, with only a couple of clear duplicates; the strongest exact match is the non-persistent buffer junk regression, and the closest true duplicate pair is the Gemma4 4-bit multimodal quantization bug.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43632 is the broadest root-cause regression in the set: a Transformers v5 initialization/loading flag break that is more central than the model-specific reports and plausibly underlies several nearby failures.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest standalone issue here: it is open, broadly scoped, and has the most inbound references/discussion.", + "best_issue_reason": "issue:43632 is the best representative issue for this cluster because it captures the most general Transformers v5 loading regression rather than a single model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config/validation loading failures, but they affect different models and appear to be different breakages." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "One is a ZeRO-3/BERT index error; the other is a tokenizer mapping edge case. Different code paths and symptoms." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: empty-tensor/index error under ZeRO-3 vs add-new-model-like tokenizer mapping logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping failure and mask/tensor shape mismatch are unrelated bugs." + }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different bugs: LoRA hf4.x compatibility vs packed-weight unpacking during accelerate loading." + "reason": "Both concern loading, but they are different models and different mechanisms (Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking)." }, { "left": "issue:45672", "right": "issue:46899", - "accept": false, - "reason": "Same model family, but different failures/code paths: uint8 torch.finfo TypeError vs unsafe cast in multimodal embedders." + "accept": true, + "reason": "Same Gemma4 multimodal 4-bit quantization bug: unsafe dtype handling in multimodal embedders/audio path." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Unrelated regressions: `_is_hf_initialized` flag breakage vs long-ocr index error." + "reason": "The `_is_hf_initialized` regression and the Kosmos2.5 OCR index error are different underlying bugs." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different mechanisms: dequantized/offload loading failure vs Strix Halo mmap OOM." + "reason": "Dequantized offload loading and Strix Halo mmap OOM are unrelated issues." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Both SigLIP2-related, but one is zero probabilities and the other is docs/processor mismatch plus quantization failure." - }, - { - "left": "issue:41720", - "right": "issue:42915", - "accept": false, - "reason": "Both Qwen3, but the concrete failures differ: device-map assert vs FineGrainedFP8Config." + "reason": "Both are SigLIP2-related, but one is zero probabilities in the model and the other is docs/example + quantization failures." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same Transformers v5 non-persistent-buffer junk regression." + "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3MoE FP8 config failure are distinct." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated Qwen3 FP8 issue vs mmap/OOM workaround issue." + "reason": "Different models and different failure modes; no shared code-path evidence." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different model families and different code paths." + "reason": "Qwen3 MoE LoRA compatibility is unrelated to Gemma4 resize_token_embeddings behavior." }, { - "left": "issue:44451", - "right": "issue:44488", + "left": "issue:44960", + "right": "issue:44977", "accept": false, - "reason": "Similar loading symptoms, but different models and no shared concrete bug is evident." + "reason": "Different models and different failures: GLM5 unspecified issue vs Qwen3.5 flash-attention generation." }, { - "left": "issue:44960", - "right": "issue:44977", + "left": "issue:44451", + "right": "issue:44488", "accept": false, - "reason": "Different models and failure modes; not the same underlying bug." + "reason": "Likely related loading regressions, but different model repos and insufficient evidence they share the same root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "Different model implementations and different load/TP-plan failures." + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan missing entries are different bugs." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Separate Qwen3.5 issues: ZeRO-3 weight loading vs incorrect visual-encoder keys on save." + "reason": "One is ZeRO-3 weight loading; the other is save_pretrained writing wrong visual encoder keys." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "Different models and different invalid-method/broken-example failures." + "reason": "GraniteMoEHybrid invalid method call and broken Nemotron example are unrelated." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both involve dtype, but one is load-time propagation and the other is stale config after from_config." + "reason": "Both involve dtype handling, but one is checkpoint loading ignoring dtype and the other is from_config leaving config.dtype stale." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Different regressions: buffer corruption vs Jupyter custom-model initialization." + "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are different regressions." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different models and loading stacks." + "reason": "Qwen3 MoE accelerate+deepspeed conversion issue and GLM-4.7-Flash test loading failure are unrelated." }, { "left": "issue:39692", "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 model/processor mismatch theme, with the same wrong-output symptom on google/siglip2-base-patch16-224." + "accept": false, + "reason": "Same model family, but one is a broken documentation example and the other is a model/pipeline output-quality bug." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Different models and tokenizer-loading regressions." + "reason": "Both are tokenizer/model loading failures on different repos, but not enough evidence of the same underlying bug." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Related Qwen3 quantization/offload area, but one is training memory usage and the other is offloading behavior." - }, - { - "left": "issue:42491", - "right": "issue:45335", - "accept": false, - "reason": "Different model families and different resize targets." + "reason": "Qwen3 MoE training memory inefficiency and quantization offload behavior are different issues." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model families and distinct shape/load errors." + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3-VL weight-shape mismatch are unrelated." }, { "left": "issue:42491", - "right": "issue:45292", + "right": "issue:45335", "accept": false, - "reason": "Different model families and bug surfaces." + "reason": "Qwen3 MoE compatibility and t5gemma resize_token_embeddings behavior are different code paths." }, { - "left": "issue:43856", - "right": "issue:44387", + "left": "issue:42491", + "right": "issue:45292", "accept": false, - "reason": "Both memory-related, but training memory efficiency and int4 quantization OOM are different issues." + "reason": "Different model families and different resize_token_embeddings symptom." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint math bug vs SGD argument handling bug." - }, - { - "left": "issue:44164", - "right": "issue:44291", - "accept": false, - "reason": "Different save/load edge cases: extra_state handling vs unexpected _is_hf_initialized argument." - }, - { - "left": "issue:44960", - "right": "issue:46050", - "accept": false, - "reason": "Different model families and different quantization save/load problems." + "reason": "Checkpoint resume/max_steps logic and SGD argument handling are unrelated." }, { - "left": "issue:45488", - "right": "issue:45812", + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "Both tokenizer regressions, but different model families and concrete failures." - }, - { - "left": "issue:45276", - "right": "issue:45335", - "accept": true, - "reason": "Same resize_token_embeddings regression affecting model-specific output embeddings." + "reason": "Memory inefficiency during Qwen3 MoE training is not the same as increased reserved memory under int4 quantization." }, { - "left": "issue:46897", - "right": "issue:46901", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Same broad double-shift pattern, but different model implementations and likely separate fixes." + "reason": "Save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are different serialization/init bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly characterizes the cluster as mostly heterogeneous, and the three accepted soft pairs are all supported by closely matching titles/symptoms. The rejected pairs are phrased conservatively and do not overclaim duplicates from the available evidence." + "feedback": "The judgments are conservative and grounded in the packet titles. The two accepted pairs look like clear same-bug clusters, while the rejected pairs avoid overclaiming shared root cause. The summary is also cautious overall and does not overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -2477,28 +2518,24 @@ "component_index": 1, "component_count": 27, "review_unit_index": 8, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:36010", "issue:39404", "issue:39692", "issue:41720", - "issue:42796", "issue:42947", "issue:43335", "issue:43381", "issue:43404", "issue:43425", "issue:43454", - "issue:43645", - "issue:43828", - "issue:43854", "issue:43873", "issue:43957", "issue:44079", @@ -2517,28 +2554,35 @@ "issue:44912", "issue:44928", "issue:44960", - "issue:45216", "issue:45276", "issue:45292", + "issue:45335", "issue:45362", "issue:45406", + "issue:45488", "issue:45588", "issue:45663", - "issue:45684", - "issue:45698", "issue:45704", "issue:45759", + "issue:45812", "issue:45823", "issue:45859", - "issue:46326", + "issue:46050", "issue:46468", - "issue:46829" + "issue:46829", + "issue:46897", + "issue:46901", + "issue:47332" ], "soft_pairs": [ + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:46897|issue:46901", "issue:45362|issue:45406", "issue:43425|issue:43957", - "issue:44291|issue:44756", "issue:44402|issue:44488", + "issue:44291|issue:44756", "issue:45663|issue:45759", "issue:41720|issue:44155", "issue:44910|issue:45588", @@ -2547,243 +2591,229 @@ "issue:43873|issue:44387", "issue:42947|issue:45704", "issue:45663|issue:45859", - "issue:44292|issue:44912", "issue:44079|issue:46829", - "issue:43957|issue:44756", + "issue:44292|issue:44912", "issue:44155|issue:45823", "issue:36010|issue:39404", + "issue:43957|issue:44756", "issue:43335|issue:45663", "issue:44863|issue:46468", "issue:44387|issue:44756", "issue:44479|issue:44877", "issue:45276|issue:45292", "issue:43381|issue:44928", - "issue:44164|issue:44756", - "issue:42796|issue:46326", - "issue:45588|issue:45663", - "issue:43828|issue:43957", - "issue:45684|issue:45698", - "issue:43645|issue:44164", - "issue:43854|issue:45216" + "issue:43957|issue:47332", + "issue:44164|issue:44756" ], - "prepared_review_unit_hash": "cef163c7e94bcb24eea3d00f2e685db9394992f1609e76f4c9754d1d61b51ce1", + "prepared_review_unit_hash": "ed6fc61a604814f03d7b7fefecd8636a4856cde69b72c83fb80142fb6249d366", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36800, - "estimated_input_tokens": 9200, - "estimated_eval_tokens": 18656 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35941, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are superficially similar but refer to different models, APIs, or failure modes. The only convincing duplicate-like pair is the two `resize_token_embeddings` reports around output embeddings, where one is a model-specific manifestation of the same underlying bug.", - "confidence": 0.78, - "canonical_issue_reason": "`issue:45292` is the cleaner canonical because it states the underlying `resize_token_embeddings` / `output_embeddings` bug in a broader form, while `issue:45276` looks like a Gemma4-specific manifestation of the same problem.", + "summary": "Mostly a heterogeneous cluster of unrelated model/runtime bugs, with a couple of loose thematic overlaps (resize_token_embeddings, training-loss double-shift) but no clear duplicate set strong enough to merge.", + "confidence": 0.77, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous; the closest near-duplicate subgroup is the resize_token_embeddings pair around issue 45276.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` best represents the duplicate pair: it captures the common API-level failure without narrowing to one model variant.", + "best_issue_reason": "Issue 45276 is the best representative of the only tight duplicate-like subgroup here, since it has the clearest adjacent match (45292) and a concrete, well-scoped failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model/serialization trouble, but one is a GLM5 topic and the other is sinq quantization save/load breakage; different bug classes and code paths." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is LlamaTokenizer pre-tokenizer override and the other is Granite token-id mapping; same broad area, different root cause." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both mention resize_token_embeddings, but they affect different model families and different destinations (Gemma4 per-layer/output embeddings vs t5gemma decoder.embed_tokens)." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both describe a training-loss double-shift pattern, but they are model-specific reports without evidence of the same implementation or shared code path." + }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different products and code paths: Qwen chat generation crash vs Gemma4 processor serving attribute error." + "reason": "Different failures on different models: Qwen3.5 chat crash versus Gemma4Processor missing _tokenizer in serve." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Both are version/loading regressions, but one is Torch compatibility and the other is `meta` device model initialization." + "reason": "Both touch torch/version compatibility and loading, but one is a Torch 2.10 incompatibility report while the other is a meta-device loading regression on specific models." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "Different bugs: `init_empty_weights` argument mismatch vs mmap-related OOM on Strix Halo." + "reason": "Both are model-loading/tokenizer complaints, but they concern different models and different failure modes (vocab bounds vs unable to load cjvt/sleng-bert)." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "Both involve loading models, but the tokenizer-vocab issue and the `cjvt/sleng-bert` load failure are different defects." + "reason": "TypeError under init_empty_weights and mmap OOM on Strix Halo are unrelated bugs." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different failures: Gemma4 FSDP attention state handling vs Qwen multimodal config unwrapping." + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen multimodal text_config unwrapping are distinct model architecture issues." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Unrelated bugs: Qwen3 auto device mapping assert vs AudioFlamingo3 batch token leakage." + "reason": "Qwen3 device-map CUDA assert and AudioFlamingo3 batched token leak are unrelated failures." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both touch flash attention, but one is 3D `position_ids` misinterpretation and the other is a `s_aux=None` attribute error." + "reason": "Both involve flash-attention-related crashes, but one is a Qwen3.5 3D position_ids packing bug and the other is an s_aux=None AttributeError on sink-less models." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention `lm_head` tying, but they concern different model families and likely different tie-weight implementations." + "reason": "Both are lm_head tying bugs, but they affect different model classes and likely different tie-init paths." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Documentation/example errors for SigLIP2 are unrelated to the GLM5 model issue." + "reason": "Documentation example errors for SigLIP2 are unrelated to the GLM5 issue." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Different quantization symptoms: offloading failure vs increased reserved memory causing OOM." + "reason": "Both are quantization/memory reports, but one is offloading behavior and the other is increased reserved memory/OOM under int4; not the same bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "No shared bug: gradient checkpointing with LoRA vs a T5 RMSNorm memory leak." + "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Different model families and failures: Gemma4 FSDP2 state handling vs Qwen3.5 MoE CPU offload compatibility." - }, - { - "left": "issue:44292", - "right": "issue:44912", - "accept": false, - "reason": "Both are quantization-related, but the specific model/format failures are different." + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe CPU-offload rotary embedding incompatibility are distinct issues." }, { "left": "issue:44079", "right": "issue:46829", "accept": false, - "reason": "Different output-object bugs: key assignment in `ModelOutput` vs wrong tensor assigned to `hidden_states`." + "reason": "ModelOutput key assignment bug and VideoPrism hidden_states mispopulation are different code paths." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "Different memory/load issues: `torch.device(\"meta\")` initialization vs disabling mmap on Strix Halo." + "reason": "Both are quantized-model loading problems, but they concern different models and quantization formats, with no sign of a shared defect." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Different bugs in different models: embedding/token leak in AudioFlamingo3 vs device mismatch in Gemma4 PLE." + "reason": "AudioFlamingo3 token leak and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Import path breakage for `GenerationMixin` is unrelated to Whisper pipeline `return_language` behavior." + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different problems." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Unrelated: SwitchTransformers sparse-layer config bug vs Gemma4 FSDP attention state bug." + "reason": "SwitchTransformersConfig sparse-layer creation and Gemma4 FSDP2 attention state rebuilding are unrelated." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "Same model family, but checkpoint loading failure and broken example are not the same underlying bug." + "reason": "Nemotron checkpoint-loading failure and a broken Nemotron example are different issues." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different OOM causes: quantization reserved-memory regression vs mmap-related OOM mitigation." + "reason": "Int4 CUDA reserved-memory growth and disabling mmap on Strix Halo are unrelated." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different areas: Qwen video input regression vs strict config loading for granite_speech." + "reason": "Video-input regression and strict config blocking granite_speech are different failures." }, { "left": "issue:45276", "right": "issue:45292", - "accept": true, - "reason": "Both report the same `resize_token_embeddings` failure around `output_embeddings`; `45276` looks like the Gemma4-specific form of the broader bug in `45292`." + "accept": false, + "reason": "These are the closest pair in the cluster, but one is Gemma4-specific propagation into embed_tokens_per_layer/output_embeddings and the other is a broader output_embeddings propagation bug; not enough evidence of one concrete shared fix." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Different issues: gradient checkpointing in eval mode vs RLHF NaN/SDPA fallback from 3D `position_ids`." - }, - { - "left": "issue:44164", - "right": "issue:44756", - "accept": false, - "reason": "Save/load `extra_state` handling is unrelated to the Strix Halo mmap OOM issue." - }, - { - "left": "issue:42796", - "right": "issue:46326", - "accept": false, - "reason": "Both involve tokenizer behavior, but BPE marker handling and `continue_final_message` are distinct bugs." - }, - { - "left": "issue:45588", - "right": "issue:45663", - "accept": false, - "reason": "Flash-attention sinkless-model crash is unrelated to Gemma4 FSDP shared KV state rebuilding." - }, - { - "left": "issue:43828", - "right": "issue:43957", - "accept": false, - "reason": "Different failure modes: autocast dtype mismatch vs `meta`-device loading breakage." - }, - { - "left": "issue:45684", - "right": "issue:45698", - "accept": false, - "reason": "Related save/load area, but permission propagation and wrong-module loading are different problems." + "reason": "Gradient checkpointing in eval mode and Qwen3.5 RLHF NaN explosion are unrelated." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43957", + "right": "issue:47332", "accept": false, - "reason": "Different custom-model lifecycle bugs: Jupyter initialization in Transformers 5.0 vs `extra_state` save/load handling." + "reason": "Both involve loading/offloading, but one is meta-device model loading and the other is saving a disk-offloaded Qwen3-VL model; different code paths." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:44164", + "right": "issue:44756", "accept": false, - "reason": "Different regressions: GLM-4.7-Flash test loading vs Qwen3.5 checkpoint save correctness." + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair is conservative and well supported by the very close titles and high similarity between issue:45276 and issue:45292. The other verdicts stay on the safe side by distinguishing different model families or failure modes rather than over-collapsing them." - }, - "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 }, @@ -2792,17 +2822,18 @@ "component_index": 1, "component_count": 27, "review_unit_index": 9, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:36032", "issue:39404", "issue:40990", + "issue:42796", "issue:43425", "issue:43452", "issue:43611", @@ -2811,34 +2842,32 @@ "issue:43708", "issue:43716", "issue:43828", + "issue:43854", "issue:43901", - "issue:43906", "issue:43994", "issue:44079", "issue:44164", - "issue:44265", "issue:44402", "issue:44451", "issue:44479", "issue:44509", "issue:44530", "issue:44589", - "issue:44671", "issue:44683", "issue:44756", "issue:44805", - "issue:44898", - "issue:44912", - "issue:44991", - "issue:45081", "issue:45084", + "issue:45216", "issue:45292", "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", "issue:45701", "issue:45759", "issue:45812", "issue:45823", - "issue:46050", "issue:46315", "issue:46326", "issue:46491", @@ -2850,11 +2879,16 @@ "issue:47331" ], "soft_pairs": [ + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:43645|issue:44164", "issue:43425|issue:47228", "issue:45292|issue:45335", - "issue:44589|issue:44756", "issue:43646|issue:43708", "issue:44402|issue:44451", + "issue:44589|issue:44756", "issue:43425|issue:43828", "issue:46894|issue:46901", "issue:46315|issue:46491", @@ -2862,237 +2896,221 @@ "issue:43425|issue:46869", "issue:44530|issue:45084", "issue:44683|issue:45823", - "issue:43425|issue:43716", "issue:43611|issue:43645", "issue:39404|issue:45701", + "issue:43425|issue:43716", "issue:39404|issue:46665", "issue:44479|issue:44805", "issue:44589|issue:45084", "issue:43901|issue:44509", "issue:40990|issue:47331", "issue:43994|issue:44079", - "issue:44164|issue:45759", "issue:36032|issue:43452", - "issue:44265|issue:44898", - "issue:43906|issue:44530", - "issue:46050|issue:46326", - "issue:44991|issue:45081", - "issue:43906|issue:46326", - "issue:44671|issue:44991", - "issue:39404|issue:44912" + "issue:44164|issue:45759" ], - "prepared_review_unit_hash": "c2d05cfb8dc62a63a92ebfbafb08a82ef309cf8ff064694b85655496f50436ea", + "prepared_review_unit_hash": "32fa05738d5ca2d84c1125ff0dc38c6c2b45d6e78ab178d1d4141716409f8e0f", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36894, - "estimated_input_tokens": 9224, - "estimated_eval_tokens": 18704 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35699, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers regressions and docs issues. Only two soft edges look like true duplicate families: resize_token_embeddings not updating the output side, and the ASR training-loss double-shift regression.", - "confidence": 0.62, - "canonical_issue_reason": "No single canonical issue cleanly covers the whole cluster; the clearest duplicate family is the training-loss double-shift bug, and 46894 is the best representative because it is open and describes the root pattern rather than a single downstream model instance.", + "summary": "This cluster is mostly composed of semantically adjacent but distinct issues (tokenizers, custom model loading/saving, precision/device-mismatch, and unrelated regressions). None of the soft pairs are close enough to treat as true duplicates or one merged fix.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45698 is the clearest concrete regression in the save/load custom-module path and is the most central representative of the nearby serialization/loading reports.", "canonical_pr_reason": null, - "best_issue_reason": "46894 is the strongest issue to keep as the representative hub: it is open, explicitly frames the underlying double-shift pattern, and matches a clear duplicate-style sibling (46901).", + "best_issue_reason": "Issue 45698 is the strongest standalone triage target: specific, user-facing, and likely to anchor related save_pretrained/from_pretrained follow-ups without overgeneralizing to unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is BPE marker handling and the other is continue_final_message on mistral_common; different code paths and fixes." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Both are attention-related crashes, but one is flash_attention sink-less handling and the other is Gemma4 FSDP2 shared_kv_states rebuilding; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Both concern model loading regressions, but one is a GLM-4.7 test load issue and the other is Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save_pretrained/custom-model flows, but one is file permission propagation and the other is wrong module resolution after saving; distinct failures." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state serialization are related only broadly; they describe different breakages and code paths." + }, { "left": "issue:43425", "right": "issue:47228", "accept": false, - "reason": "Both are version/regression complaints, but they point to different failures: general torch 2.10 incompatibility vs a Sam3 bf16 compilation regression." + "reason": "Torch-version incompatibility and bf16 compilation regression are both environment-related, but they are separate compatibility bugs." }, { "left": "issue:45292", "right": "issue:45335", - "accept": true, - "reason": "Same underlying bug: resize_token_embeddings does not propagate correctly to the output/decoder embedding side; 45335 is a model-specific instance of the same issue." - }, - { - "left": "issue:44589", - "right": "issue:44756", "accept": false, - "reason": "Different symptom and code path: missing Float8 storage lookup vs mmap-related OOM on Strix Halo." + "reason": "These are very similar resizing symptoms, but one is generic output_embeddings and the other is t5gemma decoder.embed_tokens; likely related, not clearly identical from the reports alone." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Both involve custom-model/training behavior, but one is about notebook-defined model initialization and the other is a checkpoint-resume max_steps calculation bug." + "reason": "Custom model initialization in notebooks versus Trainer resume max_steps calculation are unrelated bugs." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer-loading failures, but the available evidence is too model-specific to treat them as the same underlying bug." + "reason": "Both are tokenizer vocab/load issues, but one is pad/unk token placement and the other is inability to load a specific model; too little evidence of the same root cause." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage lookup failure for Float8 and mmap OOM on Strix Halo are entirely different runtime problems." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "One is a torch version incompatibility report; the other is an autocast dtype mismatch on a specific model." + "reason": "Torch 2.10 incompatibility is a broad version issue, while the autocast error is a model-specific dtype mismatch; not one fixable bug." }, { "left": "issue:46894", "right": "issue:46901", - "accept": true, - "reason": "Same concrete bug pattern: training loss is being double-shifted; 46901 is a specific instance of the same underlying issue." + "accept": false, + "reason": "They are both training-loss double-shift reports, but they are for different models and no shared concrete implementation details are shown." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Different regressions: tokenizer lookup performance vs CodeLlama round-trip spacing behavior." + "reason": "Both involve tokenizer behavior, but one is a convert_tokens_to_ids slowdown and the other is a leading-space round-trip regression; different defects." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Different problems: Granite token IDs are wrong, while this one is a performance regression in convert_tokens_to_ids." + "reason": "Granite token ID regression and slow convert_tokens_to_ids are separate tokenizer regressions, not the same bug." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Both mention loading/compatibility regressions, but one is about torch 2.10 and the other is a multi-GPU device-map failure for YOLO." + "reason": "Torch incompatibility and YOLO multi-GPU device_map auto failure are different environment/model-loading problems." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different code paths: PagedAttentionCache group-type handling vs template compilation failure." + "reason": "PagedAttentionCache linear_attention crash and non-template node compilation error are unrelated failures." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Unrelated bugs: compiled flex_attention on newer torch vs a device mismatch in Gemma4 PLE." - }, - { - "left": "issue:43425", - "right": "issue:43716", - "accept": false, - "reason": "One is a broad torch compatibility report; the other is a model/preprocessor dtype mismatch." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are distinct issues in different subsystems." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 custom-model breakages, but the reported failures are different enough that they do not look like the same bug." + "reason": "Base_model_prefix loading breakage and notebook custom-model initialization regressions are adjacent but not the same underlying bug." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Different behaviors: Whisper pipeline return_language broke, while this is a generic tokenization change report." + "reason": "Whisper pipeline return_language regression and tokenization changes across versions are different issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor dtype mismatch are separate compatibility problems." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Pipeline return_language regression and from_pretrained-in-classes inconsistency are separate issues." + "reason": "Whisper pipeline behavior and from_pretrained inside Python classes do not share a concrete code path." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Different failures: video-input regression for Qwen VL models vs a mask shape mismatch error." + "reason": "Video-input regression for Qwen variants and a mask shape IndexError are different model/runtime failures." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Different bugs with no shared concrete code path." + "reason": "Float8 storage lookup failure and non-template node compilation error are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs complaints, but they cover different deprecated/removed pipeline-task mentions." + "reason": "Docs mismatch for TextClassificationPipeline and removed pipeline-task docs are both documentation issues, but not the same doc defect." }, { "left": "issue:40990", "right": "issue:47331", "accept": false, - "reason": "Different domains: perplexity quality issue vs a quantization batched-generate corruption bug." + "reason": "High perplexity on a model and Metal quantization batch corruption are completely different symptoms and code paths." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "A model/pipeline correctness regression and a ModelOutput key-assignment bug are not the same issue." - }, - { - "left": "issue:44164", - "right": "issue:45759", - "accept": false, - "reason": "Different loading/config problems: extra_state save/load handling vs unwrapping text_config for composite multimodal configs." + "reason": "Siglip2 loading/pipeline nonsense outputs and ModelOutput key assignment are different bugs." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer method conflict and gguf_file loading failures are unrelated." - }, - { - "left": "issue:44265", - "right": "issue:44898", - "accept": false, - "reason": "torch.export with torch_compilable_check and Perceiver interpolation failure are different code paths." - }, - { - "left": "issue:43906", - "right": "issue:44530", - "accept": false, - "reason": "No clear evidence they are the same bug; one is a reproduction of an older issue, the other is a PagedAttentionCache/Qwen3.5 crash." - }, - { - "left": "issue:46050", - "right": "issue:46326", - "accept": false, - "reason": "Quantized save/load breakage and continue_final_message tokenizer behavior are unrelated." + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading breakage are unrelated loader/tokenizer failures." }, { - "left": "issue:44991", - "right": "issue:45081", - "accept": false, - "reason": "Both involve tokenizer loading, but one is a generic model/tokenizer load failure while the other is a Mistral regex patch crash; not enough evidence of the same root bug." - }, - { - "left": "issue:44671", - "right": "issue:44991", - "accept": false, - "reason": "Masked-LM prediction correctness and tokenizer loading failure are different problems." - }, - { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Whisper return_language regression and MXFP4 quantization fallback are unrelated." + "reason": "extra_state save/load handling and unwrap text_config for composite multimodal configs are different serialization/configuration issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft-edge pairs are well-supported by the issue titles and nearby wording, and the rejected pairs do not overclaim beyond the available evidence. The representative issue choice (46894) is reasonable for the double-shift family, and the cluster-level summary correctly avoids claiming a single canonical issue for all items." - }, - "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 }, @@ -3101,52 +3119,51 @@ "component_index": 1, "component_count": 27, "review_unit_index": 10, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:32090", - "issue:34567", "issue:36032", "issue:39404", - "issue:40444", - "issue:40990", "issue:42796", "issue:42915", "issue:43299", "issue:43404", - "issue:43421", "issue:43541", "issue:43596", "issue:43611", "issue:43632", - "issue:43643", "issue:43644", - "issue:43645", "issue:43716", "issue:43746", "issue:43856", "issue:43873", + "issue:43906", "issue:43931", "issue:44164", + "issue:44265", "issue:44451", "issue:44462", "issue:44488", "issue:44530", "issue:44661", + "issue:44671", "issue:44683", - "issue:44737", "issue:44756", + "issue:44898", + "issue:44912", "issue:44987", + "issue:44991", "issue:45081", "issue:45084", "issue:45479", "issue:45823", - "issue:45859", + "issue:46050", "issue:46285", "issue:46326", "issue:46402", @@ -3156,199 +3173,232 @@ "issue:46897", "issue:46899", "issue:47050", - "issue:47331" + "issue:47331", + "issue:47333" ], "soft_pairs": [ + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:44530", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912", "issue:45823|issue:46899", "issue:44164|issue:46821", + "issue:44756|issue:47333", "issue:43596|issue:44683", - "issue:43856|issue:44756", "issue:45479|issue:46894", + "issue:43856|issue:44756", "issue:44488|issue:44987", "issue:44488|issue:45081", "issue:43632|issue:47050", - "issue:36032|issue:42915", "issue:45479|issue:46897", + "issue:36032|issue:42915", "issue:43299|issue:43931", "issue:43746|issue:47331", "issue:43611|issue:43644", - "issue:43716|issue:45084", "issue:42796|issue:43404", "issue:44462|issue:46489", "issue:46285|issue:46402", + "issue:43716|issue:45084", "issue:44661|issue:44683", - "issue:43541|issue:45084", "issue:44451|issue:44987", - "issue:42915|issue:44530", - "issue:43873|issue:47331", "issue:32090|issue:39404", - "issue:43643|issue:44530", - "issue:40990|issue:43421", - "issue:36032|issue:43645", - "issue:40444|issue:46326", - "issue:34567|issue:40444", - "issue:44737|issue:45859" + "issue:43873|issue:47331", + "issue:43541|issue:45084", + "issue:42915|issue:44530" ], - "prepared_review_unit_hash": "3f6d248459b7c8c73eea85a1f469b9149effe3435a815d04501f91fc08cd7ff9", + "prepared_review_unit_hash": "e237ace73ecb2cc7aa250224bf0deb1bd83809dc4b3d375d27846212e53d7c91", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36658, - "estimated_input_tokens": 9165, - "estimated_eval_tokens": 18586 + "soft_pair_count": 31, + "serialized_chars": 37198, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers regressions and model-specific bugs, not a duplicate set. The only commonality is that many are version- or loading-related, but the concrete failure modes differ too much to merge any soft pair.", + "summary": "This cluster is a loose mix of Transformers v5 regressions across loading, tokenization, quantization, and runtime paths. The soft pairs look thematically similar at a high level, but they are mostly different models and different code paths, so none are strong duplicates.", "confidence": 0.67, - "canonical_issue_reason": "issue:43611 is the broadest and most representative umbrella bug in the set: a general Transformers v5 model-loading regression. The rest are narrower, model-specific, or different subsystems entirely.", + "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s v5 loading regressions; it captures a general model-loading breakage rather than a narrow model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best overall triage anchor for this cluster because it captures the widest user-facing regression pattern while staying concrete enough to route related loading failures.", + "best_issue_reason": "issue:43611 is the best single issue to anchor this cluster because it is general, high-impact, and closest to the shared \u201cv5 broke loading\u201d theme across several reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different failure modes: torch.export/torch_compilable_check vs Perceiver image-classification resize/interpolation." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Unrelated areas: quantized save/load behavior vs mistral_common tokenizer generation formatting." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Different regressions: isolated reproduction of an earlier bug vs PagedAttentionCache linear_attention crash on Qwen3.5." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "No shared code path: the first is a reproduction of a model-loading bug, the second is a tokenizer continue_final_message issue." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is repo tokenizer loading and the other is a Mistral regex patch crash." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different symptoms and likely different fixes: masked-LM prediction corruption vs tokenizer load failure for a specific repo." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return regression is unrelated to MXFP4 quantization fallback behavior." + }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Both involve Gemma4 multimodal behavior, but one is a device placement bug and the other is a 4-bit quantization dtype-cast issue in embedders; different code paths and fixes." + "reason": "Same model family, but different paths: device_map forward mismatch vs 4-bit multimodal dtype-cast corruption." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "save/from_pretrained extra_state handling and TimesFM window_size attribute errors are unrelated bugs in different parts of the stack." + "reason": "save/from_pretrained extra_state handling is unrelated to TimesFM window_size attribute access." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:44756", + "right": "issue:47333", "accept": false, - "reason": "DeepSpeed ZeRO3/BertModel index error and compiled flex_attention on torch>=2.9 are separate failure modes with no shared code path." + "reason": "One is mmap/OOM on Strix Halo, the other is saving a disk-offloaded Qwen model; not the same bug." }, { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Both mention memory/OOM, but one is Qwen3 MoE training inefficiency and the other is a Strix Halo mmap workaround; different root causes." + "reason": "Zero3/BertModel index error is unrelated to torch>=2.9 flex_attention compilation failure." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "These are both loss-related, but one is a classification loss degeneracy and the other is a training-loss shift bug for ASR/Cohere; not the same defect." + "reason": "Different training-loss bugs: degenerate zero loss for single-label classification vs a double-shift bug in ASR training." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM are different issues with different causes." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but the affected models and symptoms differ; no evidence of a shared underlying loader bug." + "reason": "Both are model loading complaints, but they concern different repositories and different breakages." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading and the Mistral regex patch crash are unrelated tokenizer/model-specific issues." + "reason": "Different tokenizer regressions: one cannot load a model, the other crashes in a Mistral regex patch helper." }, { "left": "issue:43632", "right": "issue:47050", "accept": false, - "reason": "_is_hf_initialized breakage in v5 and Canine ONNX attention dtype mismatch are unrelated regressions." + "reason": "_is_hf_initialized flag breakage is unrelated to fp16 ONNX attention dtype mismatch." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:45479", + "right": "issue:46897", "accept": false, - "reason": "T5 tokenizer method-name conflict and Qwen3Moe FineGrainedFP8Config failure are distinct tokenizer/config problems." + "reason": "The zero-loss classification bug is not the same as the Florence2 double-shift training bug." }, { - "left": "issue:45479", - "right": "issue:46897", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Different model families and different loss bugs; the shared 'double-shift' framing is not present in the classification issue." + "reason": "T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3-VL loading issues, but one is a broad v5 regression and the other is a specific weight-shape mismatch; not clearly the same bug." + "reason": "Both mention Qwen3-VL, but one is a broad dev-version load break and the other is a specific weight-shape mismatch; not enough evidence of one underlying bug." }, { "left": "issue:43746", "right": "issue:47331", "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading and Metal quantized batched generation corruption are unrelated." + "reason": "PEFT/local checkpoint loading for GraniteSpeech is unrelated to MetalConfig batched quantized generation corruption." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are broad v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; different concrete failures." - }, - { - "left": "issue:43716", - "right": "issue:45084", - "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch and template compilation failure are unrelated." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct code paths." }, { "left": "issue:42796", "right": "issue:43404", "accept": false, - "reason": "Tokenizer BPE-marker handling and Mistral3 lm_head weight tying are separate issues in different layers." + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are separate Mistral3 bugs." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both concern tokenizers, but one ignores tokenizer.json and the other produces incorrect DeepSeek-Coder output; not the same underlying fix." + "reason": "AutoTokenizer ignoring tokenizer.json is different from DeepSeek-Coder tokenizer output corruption." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP structure inconsistency and Sam3Model text-encoder weight loading are unrelated model-architecture regressions." + "reason": "CLIP structure inconsistency and Sam3 text-encoder weight loading are different model-specific regressions." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:43716", + "right": "issue:45084", "accept": false, - "reason": "Tokenizer mapping-name model addition and flex_attention compilation on torch>=2.9 are unrelated subsystems." + "reason": "Mistral-3 dtype mismatch in preprocessing is unrelated to template-node compilation errors." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:44661", + "right": "issue:44683", "accept": false, - "reason": "Torch Dynamo grouped_mm tracing error and template-node compilation failure are different compiler/runtime issues." + "reason": "TOKENIZER_MAPPING_NAMES handling and flex_attention torch 2.9 compilation are unrelated bugs." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model loading failures, but the titles do not indicate the same root cause or a shared code path." - }, - { - "left": "issue:42915", - "right": "issue:44530", - "accept": false, - "reason": "Qwen3Moe FP8 configuration failure and Qwen3.5 linear_attention/PagedAttentionCache crash are different model/runtime problems." - }, - { - "left": "issue:43873", - "right": "issue:47331", - "accept": false, - "reason": "Quantization/offloading trouble and Metal batched generate corruption are different bugs despite both touching quantization." + "reason": "Different model-loading failures for different repositories; no shared underlying bug is evident." }, { "left": "issue:32090", @@ -3357,40 +3407,22 @@ "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." }, { - "left": "issue:43643", - "right": "issue:44530", - "accept": false, - "reason": "AutoConfig trust_remote_code missing fields and Qwen3.5 cache crash are unrelated issues." - }, - { - "left": "issue:40990", - "right": "issue:43421", - "accept": false, - "reason": "High perplexity on a benchmark and tokenizer post-processor update behavior are not the same defect." - }, - { - "left": "issue:36032", - "right": "issue:43645", - "accept": false, - "reason": "Tokenizer constructor conflict and Jupyter custom-model initialization breakage are distinct regressions." - }, - { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:43873", + "right": "issue:47331", "accept": false, - "reason": "Multimodal finetuning with multiple images and mistral_common continue_final_message behavior are unrelated." + "reason": "Both involve quantization/offloading, but one is save-path behavior and the other is a batched generation corruption bug." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Trainer num_input_tokens_seen not updating and Qwen2.5-VL iterable-dataset failures are different bugs." + "reason": "torch dynamo grouped_mm tracing failure is a different problem from a template-node compile TypeError." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "Both involve device/offload concerns, but XLNet CPU arange placement and Qwen3_5Moe rotary embedding CPU-offload compatibility are distinct code paths." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache linear_attention crash are different failures." } ] }, @@ -3406,17 +3438,19 @@ "component_index": 1, "component_count": 27, "review_unit_index": 11, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:28530", "issue:34567", "issue:36032", + "issue:40444", + "issue:40990", "issue:42175", "issue:42915", "issue:43208", @@ -3424,28 +3458,25 @@ "issue:43317", "issue:43377", "issue:43404", + "issue:43421", "issue:43452", "issue:43482", "issue:43582", "issue:43632", + "issue:43643", "issue:43644", "issue:43645", "issue:43646", - "issue:43742", "issue:43746", "issue:43792", "issue:43819", - "issue:43994", - "issue:44062", "issue:44206", "issue:44220", - "issue:44291", "issue:44403", - "issue:44451", "issue:44466", + "issue:44530", "issue:44534", - "issue:44589", - "issue:44610", + "issue:44737", "issue:44811", "issue:44849", "issue:44987", @@ -3455,6 +3486,7 @@ "issue:45325", "issue:45507", "issue:45584", + "issue:45859", "issue:46178", "issue:46326", "issue:46661", @@ -3464,252 +3496,252 @@ "issue:47331" ], "soft_pairs": [ + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:34567|issue:40444", "issue:43644|issue:43646", + "issue:44737|issue:45859", "issue:42175|issue:46178", "issue:44206|issue:44220", "issue:43582|issue:43632", "issue:44987|issue:44991", - "issue:45084|issue:45507", "issue:43452|issue:43482", + "issue:45084|issue:45507", "issue:43482|issue:47312", "issue:43262|issue:47331", "issue:43582|issue:47331", "issue:44811|issue:45584", "issue:43746|issue:46326", - "issue:43317|issue:43482", "issue:43208|issue:47013", - "issue:44403|issue:45081", "issue:43645|issue:46661", - "issue:43792|issue:46869", "issue:43262|issue:43377", - "issue:42915|issue:45084", + "issue:43317|issue:43482", + "issue:44403|issue:45081", + "issue:43792|issue:46869", "issue:43646|issue:44534", - "issue:44987|issue:45081", + "issue:42915|issue:45084", "issue:43377|issue:43819", - "issue:42915|issue:44291", - "issue:28530|issue:34567", + "issue:44987|issue:45081", "issue:44849|issue:45325", - "issue:36032|issue:43742", - "issue:43404|issue:44466", - "issue:44062|issue:44987", - "issue:43994|issue:44610", - "issue:44451|issue:45081", - "issue:42915|issue:44589" + "issue:28530|issue:34567", + "issue:43404|issue:44466" ], - "prepared_review_unit_hash": "101c9cdb88f39776320d5e6fe206b9e216cc739de47c6aa5c63c0a3a2228661c", + "prepared_review_unit_hash": "50bcbcfd63eed0e794e617f49a74e64e43f6f6cb8e10035902e76b41d56df029", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37113, - "estimated_input_tokens": 9279, - "estimated_eval_tokens": 18814 + "serialized_chars": 37201, + "estimated_input_tokens": 9301, + "estimated_eval_tokens": 18858 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy collection of distinct Transformers v5 regressions around loading, initialization, tokenization, and audio preprocessing. From the titles alone, none of the soft pairs is convincing enough to merge as the same underlying bug.", - "confidence": 0.59, - "canonical_issue_reason": "issue:43646 is the broadest, most representative framework-level regression in the set: it describes Transformers v5 breaking custom model initialization, which matches the overall cluster theme better than the narrower model- or backend-specific reports.", + "summary": "These are mostly distinct bug reports with only broad keyword overlap (v5 regressions, loading, audio, tokenizer, etc.). I found no soft pair that clearly describes the same underlying bug or change, so none should be merged as duplicates. If one issue has to serve as a cluster anchor, the broadest is the custom-model initialization regression.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-style report in the set: a Transformers v5 custom model initialization regression. It is more representative than the other issues, which are narrower or model-specific.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it is the most general v5 breakage report and can subsume the broader loading/initialization regressions better than the more specific symptoms.", + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it describes a general v5 initialization breakage rather than a one-off model or backend-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code config vs PagedAttentionCache invalid group type; different code paths and failure modes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on a model/dataset vs tokenizer post-processor not updating after runtime special-token edits; unrelated bugs." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "IterableDataset multi-image training failure vs continue_final_message behavior in mistral_common tokenizers; different features." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict vs custom model initialization breakage in Jupyter; not the same issue." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking vs multi-image finetuning failure; no shared bug." + }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Different bugs: non-persistent buffer serialization junk vs custom model initialization failure." + "reason": "Both are v5 regressions, but one is about junk-filled non-persistent buffers and the other about custom model initialization; distinct defects." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU arange in XLNet relative positions vs Qwen3_Moe rotary embedding offload incompatibility; different models and code paths." }, { "left": "issue:42175", "right": "issue:46178", "accept": false, - "reason": "Both are backend-related, but one is missing TensorFlow in a pip extra and the other is an unsupported backend mapping entry; not the same defect." + "reason": "Missing TensorFlow in torch extra vs undefined tensorflow_text backend mapping; related ecosystem area but not the same underlying bug." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Likely adjacent audio-preprocessing issues, but the titles point to different failure surfaces and there is not enough evidence they are the same code-path bug." + "reason": "Unsupported center argument in LasrFeatureExtractor vs _torch_extract_fbank_features helper issue; same audio area but not clearly the same concrete bug." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Unrelated issues: Apple Silicon TypeError in warmup vs _is_hf_initialized flag regression." + "reason": "Apple Silicon warmup TypeError vs _is_hf_initialized flag regression; unrelated failures." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading failures, but they target different models and likely different breakages." + "reason": "Different model-loading failures for different models and likely different causes; only share a broad Transformers v5 context." }, { - "left": "issue:45084", - "right": "issue:45507", + "left": "issue:43452", + "right": "issue:43482", "accept": false, - "reason": "Different problems: template compilation error vs invalid method call in GraniteMoEHybrid." + "reason": "GGUF/from_pretrained breakage in general vs Qwen2.5-GGUF loading failure; same broad area but not enough evidence for the same bug." }, { - "left": "issue:43452", - "right": "issue:43482", + "left": "issue:45084", + "right": "issue:45507", "accept": false, - "reason": "Both mention GGUF loading, but one is a generic gguf_file/from_pretrained regression and the other is a Qwen2.5-specific v5 failure; not enough to treat as the same bug." + "reason": "Template compilation error vs GraniteMoEHybrid invalid method call; unrelated issues." }, { "left": "issue:43482", "right": "issue:47312", "accept": false, - "reason": "GGUF loading failure vs kernel incompatibility are different issues." + "reason": "Qwen2.5-GGUF loading failure vs kernels 0.16 incompatibility; different subsystems." }, { "left": "issue:43262", "right": "issue:47331", "accept": false, - "reason": "Audio chat-template sampling-rate default vs Metal quantized batched generation corruption are unrelated." + "reason": "Audio chat-template sample-rate default bug vs MetalConfig quantization batch corruption; entirely different problems." }, { "left": "issue:43582", "right": "issue:47331", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to Metal batch quantization corruption." + "reason": "Apple Silicon allocator warmup TypeError vs batched quantized generate corruption; unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper token handling, but one is batch_decode skip_special_tokens behavior and the other is empty-transcription alignment; different bugs." + "reason": "Whisper batch_decode special-token handling vs empty transcription after align_special_tokens; both Whisper-related but not the same concrete bug." }, { "left": "issue:43746", "right": "issue:46326", "accept": false, - "reason": "Different code paths: PEFT local checkpoint loading vs continue_final_message for mistral_common tokenizers." - }, - { - "left": "issue:43317", - "right": "issue:43482", - "accept": false, - "reason": "Different failures: device_map/offload loading vs GGUF model loading." + "reason": "PEFT checkpoint loading for GraniteSpeech vs mistral_common continue_final_message behavior; different components." }, { "left": "issue:43208", "right": "issue:47013", "accept": false, - "reason": "Same family (xLSTM) but clearly different bugs: three training blockers vs a specific train-mode unpacking crash." + "reason": "xLSTM smaller-than-7B training blockers vs return_last_states=False crash; same model family but different bugs and fixes." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:43645", + "right": "issue:46661", "accept": false, - "reason": "Noise when loading a transformer is not the same bug as the Mistral regex patch crash." + "reason": "Jupyter custom-model initialization regression vs remote-code model_class missing config_class; related theme, different failure points." }, { - "left": "issue:43645", - "right": "issue:46661", + "left": "issue:43262", + "right": "issue:43377", "accept": false, - "reason": "Both involve custom models, but one is notebook initialization breakage and the other is remote-code loading/config_class handling." + "reason": "apply_chat_template sample-rate default vs MIMI batch padding-mask mismatch; both audio, but not the same bug." }, { - "left": "issue:43792", - "right": "issue:46869", + "left": "issue:43317", + "right": "issue:43482", "accept": false, - "reason": "Whisper model runtime failure and YOLO multi-GPU device_map failure are unrelated." + "reason": "device_map auto dequantized-model offload issue vs Qwen2.5-GGUF loading failure; different loading paths and symptoms." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:44403", + "right": "issue:45081", "accept": false, - "reason": "Audio chat-template sampling-rate default vs MIMI batch-padding-mask discrepancy are different issues." + "reason": "Generic loading noise vs Mistral regex patch crash due to backend_tokenizer attribute; unrelated." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:43792", + "right": "issue:46869", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to the template compilation error." + "reason": "Whisper model runtime failure vs YOLO multi-GPU device-map failure; different models and code paths." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Different bugs: custom model initialization vs non-persistent buffer junk on load." + "reason": "Custom model initialization breakage vs non-persistent buffers filled with junk; both v5 regressions but distinct defects." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:42915", + "right": "issue:45084", "accept": false, - "reason": "Different failures in different subsystems: model loading vs Mistral tokenizer regex patching." + "reason": "Qwen3Moe FP8 config failure vs template compilation error; unrelated." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different model internals: MIMI padding-mask batching bug vs DAC.from_latents mismatch due to missing STE." - }, - { - "left": "issue:42915", - "right": "issue:44291", - "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to init_empty_weights/_is_hf_initialized argument handling." + "reason": "MIMI batched-vs-single output mismatch vs DAC from_latents/forward mismatch; both parity bugs in audio models, but not the same one." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Early stopping metric selection and token-count tracking are unrelated Trainer issues." + "reason": "Model loading regression for a specific repo vs Mistral tokenizer regex patch crash; separate issues." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen bugs: hidden-state output regression vs rope index temporal scaling bug." + "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope-index scaling issue; different models and behaviors." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:28530", + "right": "issue:34567", "accept": false, - "reason": "Tokenizer special-token attribute conflict is unrelated to the MobileLLM key error." + "reason": "Early stopping metric lookup vs TrainerState token counter not updating; unrelated training-tracker bugs." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both touch tied lm_head weights, but one is a missing tie in a specific model and the other is a serialization inconsistency; not clearly the same bug." - }, - { - "left": "issue:44062", - "right": "issue:44987", - "accept": false, - "reason": "AddedToken keyword collision is a tokenizer construction bug, not the same as the physical-intelligence/fast loading failure." - }, - { - "left": "issue:43994", - "right": "issue:44610", - "accept": false, - "reason": "SigLIP nonsensical outputs and OmDet-Turbo processor size mismatch are different model/preprocessing issues." - }, - { - "left": "issue:44451", - "right": "issue:45081", - "accept": false, - "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:44589", - "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to the missing Float8 storage type error." + "reason": "Untied lm_head weight in Mistral3ForConditionalGeneration vs device-dependent serialization of lm_head.weight; related theme, but different concrete bugs." } ] }, @@ -3725,39 +3757,40 @@ "component_index": 1, "component_count": 27, "review_unit_index": 12, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ - "issue:33666", "issue:36032", "issue:40444", - "issue:40990", "issue:41720", "issue:42796", + "issue:42915", "issue:43089", "issue:43296", "issue:43322", - "issue:43381", "issue:43425", "issue:43531", "issue:43540", "issue:43611", "issue:43632", "issue:43716", + "issue:43742", "issue:43746", - "issue:43792", "issue:43872", "issue:43883", + "issue:43994", "issue:44008", + "issue:44062", "issue:44220", "issue:44265", "issue:44291", "issue:44403", + "issue:44451", "issue:44464", "issue:44479", "issue:44488", @@ -3765,10 +3798,10 @@ "issue:44589", "issue:44610", "issue:44683", - "issue:44756", - "issue:44811", "issue:44877", + "issue:44987", "issue:44991", + "issue:45081", "issue:45216", "issue:45325", "issue:45357", @@ -3777,264 +3810,249 @@ "issue:45987", "issue:46315", "issue:46491", - "issue:46710", "issue:46821", "issue:46899", "issue:47254" ], "soft_pairs": [ + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44451|issue:45081", "issue:44008|issue:46899", - "issue:43531|issue:44877", - "issue:36032|issue:41720", "issue:45923|issue:47254", "issue:44464|issue:45987", "issue:44265|issue:44610", - "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:42915|issue:44589", "issue:43322|issue:43540", - "issue:43425|issue:44403", + "issue:44479|issue:45325", "issue:43089|issue:45987", "issue:43632|issue:46821", + "issue:43425|issue:44403", "issue:43883|issue:44488", "issue:43296|issue:43531", "issue:40444|issue:45325", - "issue:43872|issue:44291", "issue:44220|issue:44683", "issue:45216|issue:45357", "issue:43611|issue:44534", + "issue:43872|issue:44291", "issue:44991|issue:46315", "issue:43716|issue:46899", "issue:44403|issue:44991", "issue:45812|issue:46491", - "issue:42796|issue:43746", - "issue:43381|issue:45923", - "issue:44291|issue:44589", - "issue:43792|issue:44589", - "issue:33666|issue:40444", - "issue:40990|issue:44811", - "issue:43632|issue:44756", - "issue:43883|issue:44991", - "issue:42796|issue:46710" + "issue:42796|issue:43746" ], - "prepared_review_unit_hash": "772371cbb453dc7db0134cdff168b6ba59fe9828aeff38ca472278102bbd5b46", + "prepared_review_unit_hash": "ab85c76b0ffd53412a4bf15e0e8a454d12d4fa6f14462f70554ecc37c7e12912", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36986, - "estimated_input_tokens": 9247, - "estimated_eval_tokens": 18750 + "soft_pair_count": 29, + "serialized_chars": 36545, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; only two soft-duplicate pairs look credible: the v5 `_is_hf_initialized` load-path regression and the Qwen3.5 `save_pretrained` regression. The rest are distinct model-, tokenizer-, or runtime-specific issues.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 44291 is the cleanest root-cause report in the set: it describes the general v5 `_is_hf_initialized` loading regression, which also matches the concrete bitsandbytes manifestation in 43872.", + "summary": "This set is heterogeneous: most items are distinct model- or tokenizer-specific regressions, not duplicates. Only a few soft pairs look like true same-bug reports, mainly around transformers v5 loading/serialization regressions and one Qwen2.5-VL video/rope-index regression.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue covers the whole set; it spans several unrelated regression families. If one representative is needed for the closest duplicate subcluster, issue 44291 best captures the core v5 _is_hf_initialized loading breakage.", "canonical_pr_reason": null, - "best_issue_reason": "44291 is the best overall representative because it captures the underlying regression in a broad, reusable way rather than a single downstream symptom.", + "best_issue_reason": "Issue 44291 is the cleanest and most general report of the _is_hf_initialized regression, and it also aligns with the bitsandbytes incompatibility report in 43872.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Different multimodal bugs: variable-name collision in Gemma3n forward vs unsafe dtype cast in Gemma4 embedders." + "reason": "Related Qwen3/MoE loading failures, but one is FP8-config trouble and the other is a generic _is_hf_initialized init-empty-weights TypeError; not the same bug." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Unrelated issues in different models; one is sliding_window behavior, the other is strict config loading for granite_speech." + "reason": "T5 tokenizer special-token conflict vs MobileLLM key error; unrelated." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are multimodal inference issues, but one is a SigLIP2 AutoModel/pipeline output bug and the other is an OmDet processor size mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer-loading failures; shared v5 timing doesn't imply the same defect." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer loading regressions, but ScandiBERT and the Mistral regex patch crash are different code paths." + }, + { + "left": "issue:44008", + "right": "issue:46899", "accept": false, - "reason": "Tokenizer method conflict and Qwen3 auto-device-map cuda assert are different failure modes." + "reason": "Gemma3n attribute collision vs Gemma4 quantized audio/vision dtype cast; different model families and failures." }, { "left": "issue:45923", "right": "issue:47254", "accept": false, - "reason": "Both mention checkpointing, but one is a missing capability flag and the other is a ZeRO-3/PEFT checkpoint error." + "reason": "PEFT checkpointing flag vs DeepSpeed checkpointing error; not the same problem." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Different code paths: compiled chunked generation inconsistency vs StaticCache length return-type bug." + "reason": "Chunked generation/compiled forward inconsistency vs StaticCache length type mismatch; separate generation bugs." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export with torch_compilable_check is unrelated to OmDet-Turbo processor image-size mismatch." + "reason": "torch.export torch_compilable_check failure vs OmDet processor size mismatch; unrelated." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer special-token conflict vs Qwen3 auto device mapping assert; different subsystems." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs granite_speech strict-config loading; no overlap." + }, + { + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Both are VL regressions, but one is a video-input bug across Qwen models and the other is a still-image RoPE scaling bug." + "reason": "Qwen3Moe FP8 issue vs float8 storage lookup; both are quantization themed but different errors." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different models and symptoms: Llava Next segfault vs Qwen3OmniMoe video-processing ValueError." + "reason": "Llava Next segfault on load vs Qwen3OmniMoe video ValueError; different models and code paths." }, { - "left": "issue:43425", - "right": "issue:44403", - "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as noisy model-loading logs." + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Same Qwen2.5-VL/Qwen3-VL video-position/rope-index regression in v5.3.0; 45325 is the specific still-image manifestation." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead and StaticCache return-type mismatch are unrelated." + "reason": "Generation sync overhead vs StaticCache length contract; unrelated performance vs API bug." }, { "left": "issue:43632", "right": "issue:46821", "accept": false, - "reason": "Different failures: `_is_hf_initialized` flag regression vs TimesFM `window_size` AttributeError." + "reason": "base_model_prefix loading regression vs TimesFM window_size AttributeError; distinct issues." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility vs noisy loading logs; not the same bug." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute error and loading cjvt/sleng-bert are unrelated." + "reason": "Molmo tied-weights attribute vs loading a specific tokenizer; unrelated." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure is not the same bug as Qwen3-MoE sliding_window behavior." + "reason": "PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue; different models." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL issues: multi-image iterable-dataset finetuning vs still-image temporal position-id scaling." - }, - { - "left": "issue:43872", - "right": "issue:44291", - "accept": true, - "reason": "Same underlying v5 `_is_hf_initialized` regression; 43872 is the bitsandbytes Int8Params manifestation of 44291." + "reason": "Qwen2.5-VL multiple-image finetuning failure vs still-image rope-index scaling bug; different failure modes." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Feature-specific audio extraction bug vs compiled flex_attention failure on newer torch versions." + "reason": "fbank feature extraction bug vs flex_attention compilation bug; unrelated." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both describe the same Qwen3.5 `save_pretrained` regression producing incorrect checkpoints/visual encoder keys." + "reason": "Same Qwen3.5 save_pretrained serialization bug; 45357 is the later report that the visual-encoder keys are still wrong." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "These are separate v5 loading regressions with different root causes: `base_model_prefix` handling vs non-persistent buffer initialization." + "reason": "base_model_prefix loading regression vs non-persistent buffer junk; different v5 regressions." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same transformers v5 _is_hf_initialized regression: 44291 is the generic loading failure, 43872 is the bitsandbytes Int8Params incompatibility manifestation." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer load failure and slow `convert_tokens_to_ids` performance are different bugs." + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs slow-tokenizer convert_tokens_to_ids slowdown; different symptoms and code paths." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Different multimodal dtype problems in different models; not the same failure path." + "reason": "Mistral dtype mismatch vs Gemma4 quantized multimodal casting; separate model-specific regressions." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "One is noisy logging during load, the other is an actual tokenizer loading failure." + "reason": "Generic loading noise vs tokenizer regression; unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions: Granite token IDs vs CodeLlama leading-space round-trip behavior." + "reason": "AutoTokenizer token-ID regression for Granite vs CodeLlama encode/decode leading-space loss; different tokenizer bugs." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." - }, - { - "left": "issue:43381", - "right": "issue:45923", - "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is a different issue from a missing trust_remote_code capability flag." - }, - { - "left": "issue:44291", - "right": "issue:44589", - "accept": false, - "reason": "The `_is_hf_initialized` kwarg regression is unrelated to missing Float8 storage objects." - }, - { - "left": "issue:43792", - "right": "issue:44589", - "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are different bugs." - }, - { - "left": "issue:33666", - "right": "issue:40444", - "accept": false, - "reason": "Both involve Qwen-VL training, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning." - }, - { - "left": "issue:40990", - "right": "issue:44811", - "accept": false, - "reason": "High perplexity on gpt-oss is unrelated to Whisper processor batch_decode behavior." - }, - { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "Different failures: v5 `_is_hf_initialized` breakage vs mmap-related OOM on Strix Halo." - }, - { - "left": "issue:43883", - "right": "issue:44991", - "accept": false, - "reason": "Different components and symptoms: Molmo tied-weights attr error vs tokenizer loading failure." - }, - { - "left": "issue:42796", - "right": "issue:46710", - "accept": false, - "reason": "Tokenizer BPE-marker handling and DeepSeek accuracy regression do not share the same underlying bug." + "reason": "Ministral BPE-marker handling vs GraniteSpeech PEFT local-checkpoint loading; unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft pairs are well-supported by the issue titles and descriptions (`_is_hf_initialized` regression and Qwen3.5 `save_pretrained` regression), and the rejections are appropriately cautious for the remaining heterogeneous model/tokenizer/runtime issues." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the set as mostly heterogeneous, and the few accepted soft pairs are plausible same-bug subclusters from the titles alone (notably the _is_hf_initialized reports, Qwen3.5 save_pretrained regressions, and the Qwen video/rope-index regression)." }, "evaluator_used": true, "retried": false, @@ -4047,313 +4065,296 @@ "component_index": 1, "component_count": 27, "review_unit_index": 13, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ + "issue:33666", "issue:35707", "issue:40444", + "issue:40990", "issue:41720", "issue:42175", + "issue:42796", "issue:43296", "issue:43317", "issue:43377", + "issue:43381", "issue:43421", - "issue:43454", "issue:43482", - "issue:43493", "issue:43525", "issue:43531", "issue:43611", + "issue:43632", "issue:43644", "issue:43646", - "issue:43701", + "issue:43792", "issue:43818", "issue:43856", - "issue:43873", - "issue:43994", + "issue:43883", "issue:44079", "issue:44265", "issue:44291", "issue:44462", - "issue:44466", "issue:44509", "issue:44534", "issue:44568", - "issue:44829", - "issue:44877", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44991", "issue:45072", "issue:45081", "issue:45325", - "issue:45357", - "issue:45381", - "issue:45479", "issue:45491", "issue:45538", "issue:45542", "issue:45663", - "issue:45701", "issue:45812", "issue:45834", + "issue:45923", "issue:46402", + "issue:46710", "issue:46821", - "issue:46909", - "issue:47217" + "issue:46909" ], "soft_pairs": [ + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:43883|issue:44991", + "issue:42796|issue:46710", "issue:35707|issue:40444", - "issue:43531|issue:44291", "issue:44079|issue:45663", + "issue:43531|issue:44291", "issue:43482|issue:43525", "issue:41720|issue:45081", "issue:43421|issue:44568", "issue:42175|issue:45542", - "issue:43296|issue:46821", - "issue:42175|issue:43296", - "issue:44509|issue:46909", "issue:44462|issue:45812", - "issue:43482|issue:45538", + "issue:44509|issue:46909", + "issue:43296|issue:46821", "issue:43317|issue:43856", + "issue:42175|issue:43296", "issue:44079|issue:44534", "issue:43611|issue:43646", + "issue:43482|issue:45538", "issue:43377|issue:45491", - "issue:44265|issue:45072", "issue:43818|issue:46402", + "issue:44265|issue:45072", "issue:43644|issue:44079", - "issue:45325|issue:45834", - "issue:40444|issue:45381", - "issue:43493|issue:43994", - "issue:43818|issue:45357", - "issue:45325|issue:45381", - "issue:44291|issue:44877", - "issue:43454|issue:44466", - "issue:44829|issue:45479", - "issue:40444|issue:47217", - "issue:43873|issue:45701", - "issue:43701|issue:45325" + "issue:45325|issue:45834" ], - "prepared_review_unit_hash": "4eb46d27e7a2ef24340c824c41668af1918664270328a22522092c8d1856cd89", + "prepared_review_unit_hash": "8cff11110636c591d7cb1cc308a4fe2d4cef72965fb15d295e10d682d74db4e8", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37005, - "estimated_input_tokens": 9252, - "estimated_eval_tokens": 18760 + "soft_pair_count": 28, + "serialized_chars": 36162, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it mixes unrelated model, tokenizer, config, and docs regressions. Only a small tokenizer/model-fidelity subcluster looks plausibly duplicate-like; most soft edges should stay separate.", - "confidence": 0.59, - "canonical_issue_reason": "issue:44462 is the broadest, most general bug report in the only clearly related subcluster (AutoTokenizer/tokenizer loading), and it plausibly subsumes the Granite-specific symptom in issue:45812.", + "summary": "This cluster is mostly a grab-bag of unrelated bug reports. I found two likely duplicate pairs centered on Transformers v5 regressions: `_is_hf_initialized`/`init_empty_weights`, and non-persistent buffers being filled with junk. The rest are model- or subsystem-specific and should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43644 is the clearest, most specific representative of the shared Transformers v5 non-persistent-buffer regression, and it matches a near-exact later duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the best representative issue because it describes a generic root-cause regression rather than a model-specific symptom, while most other issues in the cluster are unrelated or too narrow.", + "best_issue_reason": "issue:43644 is the strongest issue to anchor the cluster: concrete, broadly impactful, and it cleanly captures one of the true duplicate regressions in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:43381", + "right": "issue:45923", "accept": false, - "reason": "Different features and failures: progressive generation with inputs_embeds/past_key_values vs Qwen2.5-VL multi-image finetuning with IterableDataset." + "reason": "Different problems: gradient checkpointing in eval mode vs a missing supports_gradient_checkpointing flag in a remote-code model." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Different code paths: Qwen3-MoE sliding-window behavior vs init_empty_weights/_is_hf_initialized constructor mismatch." + "reason": "Both are v5 regressions, but one is an init_empty_weights/_is_hf_initialized argument issue and the other is a storage deserialization error; different code paths." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Unrelated bugs: ModelOutput key assignment vs Gemma4 FSDP2 shared_kv_states rebuild per-layer." + "reason": "Different Qwen VL workflows and failures: multi-GPU training vs iterable-dataset finetuning with multiple images." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Different breakages: GGUF loading under v5 vs missing pad_token_id on Llama4Config." + "reason": "Whisper load failure and Float8 storage lookup failure are unrelated." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:40990", + "right": "issue:44811", "accept": false, - "reason": "No shared underlying bug: CUDA assert during auto device mapping vs Mistral regex patch crashing on tokenizers API shape." + "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43632", + "right": "issue:44756", "accept": false, - "reason": "Both involve tokenizers, but one is runtime special-token post-processing and the other is a specific BOS/EOS insertion regression." + "reason": "_is_hf_initialized flag breakage is unrelated to mmap/OOM on Strix Halo." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:43883", + "right": "issue:44991", "accept": false, - "reason": "Related packaging area, but not the same bug: missing TF backend in torch extra vs tensorboard-installed-without-TF backend error." + "reason": "Different issues: missing all_tied_weights_keys vs tokenizer loading for EMBEDDIA/est-roberta." }, { - "left": "issue:43296", - "right": "issue:46821", + "left": "issue:42796", + "right": "issue:46710", "accept": false, - "reason": "Different model/runtime failures: PaddleOCR-VL load error vs TimesFM window_size AttributeError." + "reason": "Tokenizer BPE-marker handling and an accuracy regression on a different model are not the same bug." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Distinct installation/backend issue vs model load failure; no common concrete code path." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { - "left": "issue:44509", - "right": "issue:46909", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Both are documentation problems, but they concern different docs content and fixes." + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are separate internals." }, { - "left": "issue:44462", - "right": "issue:45812", - "accept": true, - "reason": "Likely same tokenizer regression: AutoTokenizer ignoring repository tokenizer.json can explain the Granite wrong-token-IDs symptom." + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the init_empty_weights/_is_hf_initialized loading regression." }, { "left": "issue:43482", - "right": "issue:45538", + "right": "issue:43525", "accept": false, - "reason": "Different issues: GGUF loading failure vs CLIPTokenizer model_max_length being absurdly large." + "reason": "Both are v5 loading errors, but Qwen2.5-GGUF failure and missing pad_token_id on Llama4Config are distinct issues." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Different problem space: offload/dequantized model loading vs Qwen3 MoE training memory inefficiency." + "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch crash are unrelated." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Different bugs: ModelOutput key bookkeeping vs non-persistent buffer junk initialization." + "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS behavior are different tokenizer bugs." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model initialization; not clearly the same bug." + "reason": "Packaging/backend availability issue vs runtime undefined tf backend error; not the same underlying bug." }, { - "left": "issue:43377", - "right": "issue:45491", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Different symptoms and models: MIMI batch padding-mask mismatch vs Gemma3 NaN embeddings from sliding-window/all-padding windows." + "reason": "Both involve AutoTokenizer, but one ignores tokenizer.json and the other miscomputes Granite token IDs; too different to merge confidently." }, { - "left": "issue:44265", - "right": "issue:45072", + "left": "issue:44509", + "right": "issue:46909", "accept": false, - "reason": "Different failures: torch.export with torch_compilable_check vs bf16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Docs mentioning removed pipeline tasks is not the same as a broken DIA example." }, { - "left": "issue:43818", - "right": "issue:46402", + "left": "issue:43296", + "right": "issue:46821", "accept": false, - "reason": "Different architectures and bugs: Video-LLaVA vision tower problem vs Sam3Model text encoder weights not loaded." + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43644", - "right": "issue:44079", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Non-persistent buffer junk is unrelated to ModelOutput key assignment." + "reason": "device_map auto dequantized loading/offload failure and Qwen3 MoE training memory inefficiency are different problems." }, { - "left": "issue:45325", - "right": "issue:45834", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both are vision/multimodal issues, but one is Qwen2.5-VL temporal position-id scaling and the other is Kosmos2.5 OCR index overflow." + "reason": "TensorFlow backend installation packaging and PaddleOCR-VL loading are unrelated." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Different Qwen2.5-VL failures: multi-image IterableDataset finetuning vs video vision_position_ids being wrong." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Same model-family fidelity regression: SigLIP2 discrepancy vs original JAX and nonsensical AutoModel/pipeline output are likely the same implementation bug." + "reason": "ModelOutput key assignment vs non-persistent buffer junk are different regressions." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Different failures: missing temporal attention / shared weights in Video-LLaVA vs incorrect visual encoder keys on save_pretrained." + "reason": "Both are v5 model-loading regressions, but base_model_prefix loading and custom model initialization are distinct failure modes." }, { - "left": "issue:45325", - "right": "issue:45381", - "accept": true, - "reason": "Both point to the same Qwen2.5-VL position-id computation bug in v5.3.0, just for still-image vs video inputs." - }, - { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43482", + "right": "issue:45538", "accept": false, - "reason": "Unexpected init argument in init_empty_weights is unrelated to strict config blocking granite_speech loading." + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer max length are unrelated tokenizer/model issues." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:43377", + "right": "issue:45491", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is an untied-weight generation bug and the other is device-dependent serialization inconsistency." + "reason": "MIMI padding-mask batching bug and Gemma3 NaN embeddings from sliding-window attention are different code paths." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43818", + "right": "issue:46402", "accept": false, - "reason": "Different training pathologies: flash_attention_3 degenerate training vs single-label num_labels=1 zero-loss classification." + "reason": "Video-LLaVA missing temporal attention/weight sharing and Sam3Model text encoder loading are unrelated model-specific bugs." }, { - "left": "issue:40444", - "right": "issue:47217", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Different multimodal bugs: multi-image finetuning failure vs image placeholder placement in user text." + "reason": "torch.export/torch_compilable_check failure is not the same as bfloat16 dtype mismatches." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Different scope: offloading with quantization vs version-dependent tokenization drift." + "reason": "Non-persistent buffers being filled with junk is unrelated to ModelOutput key assignment." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:45325", + "right": "issue:45834", "accept": false, - "reason": "Resume-from-checkpoint key mismatch is unrelated to Qwen2.5-VL rope/position-id computation." + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 long OCR index errors are different model-specific issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The accepted soft-edge links are phrased as plausible same-bug/duplicate relations rather than hard claims, and the rest of the cluster is correctly characterized as heterogeneous. No mergeability issues arise since these are issue pairs, not PR pairs." - }, - "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 }, @@ -4362,17 +4363,17 @@ "component_index": 1, "component_count": 27, "review_unit_index": 14, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:34634", "issue:35707", - "issue:36331", + "issue:40444", "issue:40990", "issue:41553", "issue:41720", @@ -4383,309 +4384,305 @@ "issue:43257", "issue:43262", "issue:43317", - "issue:43322", "issue:43377", "issue:43454", + "issue:43493", "issue:43550", - "issue:43572", "issue:43582", "issue:43606", - "issue:43720", + "issue:43701", "issue:43746", - "issue:43749", + "issue:43818", "issue:43819", "issue:43828", "issue:43873", + "issue:43994", "issue:44186", "issue:44265", + "issue:44291", + "issue:44466", "issue:44479", - "issue:44534", "issue:44568", "issue:44610", + "issue:44829", "issue:44877", - "issue:44898", - "issue:44977", - "issue:44991", "issue:45072", + "issue:45325", + "issue:45357", "issue:45381", + "issue:45479", "issue:45584", - "issue:45759", + "issue:45701", "issue:45823", "issue:45920", "issue:45923", - "issue:46050", "issue:46209", - "issue:46305", - "issue:46315", - "issue:46821" + "issue:46821", + "issue:47217" ], "soft_pairs": [ - "issue:43606|issue:44265", + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:44829|issue:45479", + "issue:44291|issue:44877", + "issue:40444|issue:47217", + "issue:43873|issue:45701", + "issue:43701|issue:45325", "issue:42796|issue:45381", + "issue:43606|issue:44265", "issue:44479|issue:45823", "issue:43828|issue:46821", - "issue:40990|issue:45584", "issue:43262|issue:43746", + "issue:40990|issue:45584", "issue:34634|issue:35707", "issue:35707|issue:41720", "issue:44186|issue:44265", "issue:41720|issue:45823", "issue:43606|issue:43819", "issue:43454|issue:43550", - "issue:43257|issue:45923", "issue:45823|issue:46821", + "issue:43257|issue:45923", "issue:42617|issue:42915", + "issue:42796|issue:46209", + "issue:41553|issue:43582", "issue:40990|issue:42947", + "issue:44568|issue:45920", "issue:43377|issue:44610", - "issue:42796|issue:46209", "issue:43454|issue:45072", - "issue:44568|issue:45920", - "issue:41553|issue:43582", - "issue:36331|issue:42617", - "issue:43317|issue:43873", - "issue:43749|issue:44534", - "issue:43454|issue:43720", - "issue:43377|issue:44898", - "issue:43572|issue:45759", - "issue:41720|issue:43322", - "issue:36331|issue:42915", - "issue:46305|issue:46315", - "issue:44877|issue:44991", - "issue:43322|issue:46050", - "issue:41720|issue:44977" + "issue:43317|issue:43873" ], - "prepared_review_unit_hash": "7a9e027d990152d2061806d29349b9bf74dc85acac72d9ac3d58c866ce7630fe", + "prepared_review_unit_hash": "6a751c6ebd38b2198b745a4d97cdd6390bc03f1a1bba19ef67bd15ea4a66587c", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37645, - "estimated_input_tokens": 9412, - "estimated_eval_tokens": 19080 + "soft_pair_count": 32, + "serialized_chars": 37583, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: tokenizer bugs, generation regressions, device/offload issues, model-loading failures, and unrelated training/runtime errors are all mixed together. All soft-edge pairs look like false positives, and there are no PRs in the set.", - "confidence": 0.98, - "canonical_issue_reason": "No single issue is a strong canonical representative because the items span unrelated bug classes and code paths; any choice would be arbitrary.", + "summary": "Conservative triage: most pairs are clearly distinct, and the two model-related soft edges are only related by failure area, not proven duplicates from titles/metadata alone. I would reject both soft edges and keep the Qwen2.5-VL issue as the best representative in that narrow area.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45381 is the clearest, most concrete Qwen2.5-VL position/rope-index regression report in the set, so it is the best representative issue for this narrow area.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is globally suitable as a cluster anchor for the same reason: the set is too diverse to safely summarize under one concrete bug.", + "best_issue_reason": "45381 is the most actionable and specific issue here, with a direct regression description and a well-scoped code path to investigate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different failures: multi-image finetuning/dataset handling vs video position-id regression." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and bugs: Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2 output discrepancies, but the metadata only shows a likely related symptom family; not enough evidence to call them the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both point to Qwen2.5-VL position/rope indexing, but one is still-image temporal scaling and the other is video vision_position_ids; related, but not proven duplicate." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a config/tie bug and the other is a device-dependent serialization regression." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated training bugs: flash_attention_3 behavior vs single-label classification zero-loss degeneration." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems: init_empty_weights argument handling vs strict config loading for granite_speech." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL prompts, but the concrete failures differ: multi-image finetuning vs image placeholder in user text." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior vs tokenization changes across versions are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Different problems: Bark CPU-offload device mismatch vs torch.export/torch_compilable_check export failure." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL positional indexing." }, { "left": "issue:42796", "right": "issue:45381", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are unrelated bugs." + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export support for torch_compilable_check." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Video-input regression in Qwen VL models vs Gemma4 PLE device mismatch; different failure modes." + "reason": "Both are regressions, but in different models and code paths: video input handling vs Gemma4 PLE device map mismatch." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size AttributeError." + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "High perplexity on gpt-oss is a modeling/eval issue, not Whisper empty-transcription handling." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech checkpoint loading." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Audio chat-template sample-rate default bug vs GraniteSpeech PEFT checkpoint loading; different code paths." + "reason": "Perplexity regression and Whisper empty-transcription generation failure are unrelated symptoms." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "BarkProcessor voice_preset and progressive generation inputs_embeds/past_key_values are different bugs." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation bug vs Qwen3 auto device-mapping cuda assert; no shared concrete fix." + "reason": "Progressive generation bug is unrelated to Qwen3 auto device mapping cuda assert." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/truncation crash is unrelated to torch.export and torch_compilable_check." + "reason": "Tokenizer crash on NER padding/truncation is unrelated to export-time torch_compilable_check failures." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both involve model loading/runtime device placement, but the concrete bugs differ: Qwen3 cuda assert vs Gemma4 PLE mismatch." + "reason": "Both involve device mapping, but the models and failure modes differ too much to be the same bug." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Both mention mismatch/offload, but Bark CPU-offload device mismatch and DAC.from_latents STE mismatch are different bugs." + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents/STE mismatch." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision lm_head tying bug and Bamba torch.compile SDPA failure are unrelated." - }, - { - "left": "issue:43257", - "right": "issue:45923", - "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + "reason": "Tied lm_head weights and torch.compile SDPA failures are unrelated." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are different subsystems and failure modes." + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:43257", + "right": "issue:45923", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to Qwen3Moe FineGrainedFP8Config loading." + "reason": "Qwen3 MoE deepspeed conversion and missing gradient_checkpointing flag are different issues." }, { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Perplexity regression on gpt-oss and ineffective gradient checkpointing with LoRA are different bugs." + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 failure are unrelated." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:42796", + "right": "issue:46209", "accept": false, - "reason": "MIMI padding-mask batching bug and OmDet-Turbo processor size mismatch are unrelated." + "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference on B200." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are unrelated." + "reason": "Bad AutoTokenizer error for Voxtral and Apple Silicon caching_allocator TypeError are unrelated." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "AyaVision lm_head weight tying and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." + "reason": "High perplexity on WikiText and LoRA gradient-checkpointing ineffectiveness are unrelated." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Missing BOS/EOS insertion for one tokenizer is distinct from wrong token IDs across multiple models." + "reason": "Both are tokenizer regressions, but they affect different behaviors and model families." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "MIMI batching/padding-mask bug is unrelated to OmDet-Turbo processor size mismatch." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "CustomTrainer.compute_loss signature change and 3d_parallel.py failure are unrelated." + "reason": "Tied lm_head weights and bfloat16 dtype mismatch are unrelated." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both touch offloading/quantization, but one is dequantized model loading with device_map=auto and the other is a broad offloading regression; not the same concrete bug." - }, - { - "left": "issue:43749", - "right": "issue:44534", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are different runtime/configuration bugs." - }, - { - "left": "issue:43454", - "right": "issue:43720", - "accept": false, - "reason": "AyaVision lm_head tying bug and BitNet packed-weight unpacking during accelerate loading are unrelated." - }, - { - "left": "issue:43377", - "right": "issue:44898", - "accept": false, - "reason": "MIMI encoder padding-mask issue and Perceiver interpolation on non-default resolution are unrelated." - }, - { - "left": "issue:43572", - "right": "issue:45759", - "accept": false, - "reason": "StableLmConfig pad_token_idx regression and text_config unwrapping for composite Qwen configs are different loading issues." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Llava Next segmentation fault are unrelated model-loading failures." - }, - { - "left": "issue:36331", - "right": "issue:42915", - "accept": false, - "reason": "Trainer compute_loss argument mismatch and Qwen3Moe FineGrainedFP8Config failure are unrelated." - }, - { - "left": "issue:46305", - "right": "issue:46315", - "accept": false, - "reason": "MoonshineStreaming sliding-window off-by-one and tokenizer conversion speed regression are different problems." - }, - { - "left": "issue:44877", - "right": "issue:44991", - "accept": false, - "reason": "Granite Speech strict-config loading and est-roberta tokenizer loading regression are unrelated." - }, - { - "left": "issue:43322", - "right": "issue:46050", - "accept": false, - "reason": "Llava Next segfault on load and sinq quantized save/load breakage are different bugs." - }, - { - "left": "issue:41720", - "right": "issue:44977", - "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Qwen3.5 flash-attention generation bug are related only by model family, not the same concrete issue." + "reason": "Dequantized model offload load failure and generic quantization offloading issues are too different to merge." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall read is directionally reasonable, but it overstates the evidence in the two accepted soft edges. From the packet we only have titles/metadata, and neither 43493\u219443994 nor 45325\u219445381 is shown to be the same bug; they are only clearly related by model/failure area. The reasons should stay conservative (e.g. \"likely related\" or \"possibly duplicate\") rather than asserting a shared implementation mismatch or same code path. The rest of the false verdicts are mostly conservative, but the two true verdicts are too strong for the available evidence, so I would reject." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -4695,308 +4692,288 @@ "component_index": 1, "component_count": 27, "review_unit_index": 15, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:26413", "issue:28530", - "issue:33666", "issue:36010", + "issue:36331", "issue:40990", "issue:41720", "issue:42617", "issue:42915", "issue:43065", "issue:43295", - "issue:43317", - "issue:43404", + "issue:43322", + "issue:43377", "issue:43450", + "issue:43454", "issue:43550", - "issue:43577", - "issue:43606", + "issue:43572", "issue:43646", - "issue:43708", "issue:43720", + "issue:43749", "issue:43873", - "issue:43881", - "issue:44008", "issue:44186", "issue:44387", - "issue:44423", "issue:44451", "issue:44466", - "issue:44488", - "issue:44610", + "issue:44534", "issue:44756", + "issue:44877", "issue:44898", + "issue:44977", + "issue:44991", "issue:45072", - "issue:45161", "issue:45357", - "issue:45406", "issue:45685", "issue:45701", "issue:45704", - "issue:45823", + "issue:45759", + "issue:46050", + "issue:46305", + "issue:46315", "issue:46402", "issue:46612", "issue:46665", "issue:46821", "issue:46858", - "issue:46869", "issue:46897", "issue:47020", "issue:47317" ], "soft_pairs": [ + "issue:43749|issue:44534", + "issue:36331|issue:42617", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:41720|issue:43322", + "issue:43572|issue:45759", + "issue:46305|issue:46315", + "issue:36331|issue:42915", + "issue:43322|issue:46050", + "issue:44877|issue:44991", + "issue:41720|issue:44977", "issue:44387|issue:45704", - "issue:41720|issue:42617", "issue:40990|issue:45701", + "issue:41720|issue:42617", "issue:43450|issue:45701", - "issue:44466|issue:45357", "issue:46897|issue:47317", + "issue:44466|issue:45357", "issue:43873|issue:44756", "issue:26413|issue:28530", - "issue:45685|issue:46821", "issue:44186|issue:45072", + "issue:45685|issue:46821", "issue:43065|issue:46402", "issue:44451|issue:47020", "issue:43295|issue:45701", - "issue:36010|issue:42617", "issue:46612|issue:46858", + "issue:36010|issue:42617", "issue:43550|issue:43720", - "issue:43646|issue:46665", - "issue:43550|issue:43606", - "issue:43577|issue:43708", - "issue:44186|issue:44610", - "issue:43881|issue:44488", - "issue:42915|issue:43317", - "issue:46821|issue:46869", - "issue:43404|issue:45357", - "issue:41720|issue:45161", - "issue:44610|issue:44898", - "issue:28530|issue:33666", - "issue:44008|issue:45823", - "issue:44423|issue:45406" + "issue:43646|issue:46665" ], - "prepared_review_unit_hash": "a2210bf3527e5af38de037d9197b27302a236569c8d624e1ad96f263ed0805d8", + "prepared_review_unit_hash": "f473114d64de0132d0e4d5a2a64e3858cd9eebcb9246f6c8eef4f0f844b0db20", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36433, - "estimated_input_tokens": 9109, - "estimated_eval_tokens": 18474 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35475, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated, spanning training control flow, model loading, quantization/offload, serving, and multimodal processor bugs. None of the soft pairs look like the same concrete bug/change; at most they share broad subsystem keywords.", - "confidence": 0.83, - "canonical_issue_reason": "issue:43708 is the clearest self-contained trainer regression report: it isolates the `resume_from_checkpoint`/`max_steps` miscalculation when `per_device_train_batch_size` changes while global batch size stays fixed.", + "summary": "This set is not a duplicate cluster: the issues span many unrelated regressions across loading, tokenization, generation, quantization, and model-specific behavior. I would not merge any of the soft-edge pairs as the same underlying bug/change.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43646 is the broadest, most central regression report in the set: a Transformers 5.0.0 custom-initialization breakage. If one issue must anchor this mixed group, it is the most representative umbrella for the version-regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43708 is the most actionable representative issue, with a precise trigger, a clear wrong behavior, and a narrow code path in Trainer checkpoint resumption.", + "best_issue_reason": "43646 is the best single representative because it is a general API/regression report rather than a narrow model-specific symptom, so it is the most plausible catch-all among otherwise unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Different bugs: int4 quantization OOM from CUDA reserved memory vs T5 using `apex.FusedRMSNorm` memory leak." + "reason": "Different failure modes: FSDP RAM-efficient loading vs non-persistent buffer serialization/junk values." }, { - "left": "issue:41720", + "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Both are runtime failures, but one is Qwen3 auto device mapping on A800 and the other is `3d_parallel.py` startup; no shared code-path evidence." + "reason": "Unrelated trainer API mismatch versus a 3D parallel example/runtime failure." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Perplexity regression on gpt-oss is unrelated to tokenization differences across versions." + "reason": "Both are weight/loading problems, but they affect different models and code paths: tied lm_head weights vs packed-weight unpacking under accelerate." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "Video processor batching shape bug is unrelated to tokenization/version-dependent behavior." + "reason": "Different model paths and bugs: MIMI padding-mask batching issue vs Perceiver positional interpolation at non-default resolution." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:41720", + "right": "issue:43322", "accept": false, - "reason": "Both concern serialization, but one is tied `lm_head.weight` behavior and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "Both involve model execution failures, but one is an A800 device-mapping assert and the other is a Llava Next segfault on load." }, { - "left": "issue:46897", - "right": "issue:47317", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Same broad symptom class ('training-loss bug'), but different models and no indication of the same underlying shift/labeling logic." + "reason": "Both are config-related, but one is a missing pad_token_idx and the other is wrong text_config unwrapping for composite multimodal configs." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:46305", + "right": "issue:46315", "accept": false, - "reason": "Quantization offload malfunction and Strix Halo mmap OOM are different memory/offload problems with different root causes." + "reason": "Completely different areas: streaming mask off-by-one versus tokenizer lookup performance regression." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Checkpoint resume iterator failure is not the same as early stopping disabling due to missing eval metric." + "reason": "Trainer custom-loss signature mismatch is unrelated to Qwen3Moe FP8 configuration failure." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "MPS histogram/int MoE error and TimesFM `window_size` AttributeError are unrelated model-specific failures." + "reason": "Both touch model loading/saving, but one is a Llava Next segfault and the other is sinq quantized model round-trip corruption." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:44877", + "right": "issue:44991", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Both are loading failures, but one is strict config validation and the other is tokenizer construction for a specific model." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Both are Sam3-related, but one is a dummy Conv2d in PixelDecoder and the other is text encoder weights not loading." + "reason": "Different Qwen3.5 failures: device-mapping assert versus flash-attention generation correctness." }, { - "left": "issue:44451", - "right": "issue:47020", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Both are load failures, but one is a specific model download/load issue and the other is an XLMRobertaTokenizer/Unigram type mismatch." + "reason": "Both mention memory issues, but one is int4 quantization reserved-memory OOM and the other is an apex RMSNorm leak in T5." }, { - "left": "issue:43295", + "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Custom processor/tokenizer regression is not the same as a version-dependent tokenization output change." + "reason": "Perplexity anomaly on one model is not the same as a tokenization-behavior regression." }, { - "left": "issue:36010", + "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error and `3d_parallel.py` failure are unrelated." + "reason": "Device-mapping assert on Qwen3 is unrelated to the 3d_parallel.py execution failure." }, { - "left": "issue:46612", - "right": "issue:46858", + "left": "issue:43450", + "right": "issue:45701", "accept": false, - "reason": "Beam-search cache reorder skip and static-cache seq-length slice arithmetic are different generation-cache bugs." + "reason": "Video processor shape bug is unrelated to tokenization changes." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:46897", + "right": "issue:47317", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba and BitNet packed-weight unpacking during accelerate loading are distinct issues." + "reason": "Both are training-loss bugs, but they are model-specific and described as separate issues, not one shared code-path defect." }, { - "left": "issue:43646", - "right": "issue:46665", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Both touch custom model usage, but one is a 5.0.0 initialization break and the other is inconsistent `from_pretrained` behavior inside Python classes." + "reason": "Different serialization regressions affecting different components: lm_head.weight vs visual encoder keys." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Different models and code paths: Bamba SDPA compile failure vs Bark CPU offload device mismatch." + "reason": "Quantization offloading behavior and mmap OOM on Strix Halo are different problems." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:26413", + "right": "issue:28530", "accept": false, - "reason": "BLIP2 dtype propagation bug is unrelated to Trainer checkpoint resumption/max_steps calculation." + "reason": "Resume-from-checkpoint epoch iterator failure is unrelated to early stopping metric selection." }, { "left": "issue:44186", - "right": "issue:44610", - "accept": false, - "reason": "Both are processor/tokenizer-related, but LayoutLMv2 NER crash and OmDet-Turbo image-size mismatch are different model-specific bugs." - }, - { - "left": "issue:43881", - "right": "issue:44488", - "accept": false, - "reason": "Different model load failures for different checkpoints; no evidence of the same underlying bug." - }, - { - "left": "issue:42915", - "right": "issue:43317", - "accept": false, - "reason": "FP8 config failure in Qwen3Moe and dequantized model offload failure are separate quantization/loading problems." - }, - { - "left": "issue:46821", - "right": "issue:46869", + "right": "issue:45072", "accept": false, - "reason": "TimesFM `window_size` AttributeError and YOLO multi-GPU device-map failure are unrelated." + "reason": "Tokenizer batching crash and bfloat16 dtype mismatch are different subsystems and bugs." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:45685", + "right": "issue:46821", "accept": false, - "reason": "Tied lm_head weights in Mistral3 and incorrect visual encoder keys in Qwen3.5 save_pretrained are different model-serialization bugs." + "reason": "MPS histogram limitation on Int tensors is unrelated to a TimesFM window_size AttributeError." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:43065", + "right": "issue:46402", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and GPT-OSS MoE tensor-parallel failure are different distributed-inference problems." + "reason": "Both are Sam3-related, but one is a dummy Conv2d placeholder and the other is missing text-encoder weight loading." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:44451", + "right": "issue:47020", "accept": false, - "reason": "Both involve image-size handling, but they affect different models and different preprocessing/model expectations." + "reason": "Tokenizer loading failures, but one is ScandiBERT-specific loading and the other is an XLMRoberta/Unigram constructor mismatch." }, { - "left": "issue:28530", - "right": "issue:33666", + "left": "issue:43295", + "right": "issue:45701", "accept": false, - "reason": "Early stopping metric lookup failure is unrelated to Qwen2-VL multi-GPU training." + "reason": "Custom processor/tokenizer API regression is not the same as a general tokenization-behavior change." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:46612", + "right": "issue:46858", "accept": false, - "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch under `device_map=\"auto\"`." + "reason": "Both involve generation/cache internals, but one is beam-search cache reorder and the other is prefill seq-length tensor arithmetic under torch.compile." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Both are serve/processor crashes, but they hit different attributes and different multimodal models/code paths." + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." }, { - "left": "issue:44451", - "right": "issue:44488", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Both are model-load failures for different BERT checkpoints, but there is not enough evidence they share the same root cause." + "reason": "torch.compile SDPA failure for Bamba is unrelated to accelerate loading of packed BitNet weights." }, { - "left": "issue:45701", - "right": "issue:47020", + "left": "issue:43646", + "right": "issue:46665", "accept": false, - "reason": "Version-dependent tokenization drift is not the same as `XLMRobertaTokenizer` passing a dict to `Unigram`." + "reason": "Both mention model initialization/loading, but one is a broad Transformers 5.0 breakage while the other is an inconsistency specific to from_pretrained inside Python classes." } ] }, @@ -5012,282 +4989,288 @@ "component_index": 1, "component_count": 27, "review_unit_index": 16, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:28530", "issue:29159", "issue:30064", - "issue:33357", + "issue:33666", "issue:34634", - "issue:35707", "issue:36032", "issue:36331", "issue:41720", "issue:42915", "issue:43316", - "issue:43322", - "issue:43452", - "issue:43526", + "issue:43317", + "issue:43404", + "issue:43441", "issue:43531", - "issue:43540", "issue:43550", "issue:43572", - "issue:43653", + "issue:43577", + "issue:43606", + "issue:43708", "issue:43716", - "issue:43746", - "issue:43782", - "issue:43873", "issue:43881", - "issue:43883", + "issue:44008", "issue:44186", "issue:44361", + "issue:44423", "issue:44464", - "issue:44492", - "issue:44509", + "issue:44488", + "issue:44610", "issue:44671", "issue:44734", "issue:44743", + "issue:44898", "issue:44913", - "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", "issue:45479", "issue:45632", "issue:45684", - "issue:45701", - "issue:45704", - "issue:45759", + "issue:45823", "issue:46291", "issue:46821", "issue:46858", + "issue:46869", "issue:46894", - "issue:47020", - "issue:47145", - "issue:47317" + "issue:47317", + "issue:47337" ], "soft_pairs": [ + "issue:43577|issue:43708", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43881|issue:44488", + "issue:43404|issue:45357", + "issue:46821|issue:46869", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:41720|issue:45161", + "issue:44423|issue:45406", + "issue:28530|issue:33666", + "issue:44008|issue:45823", "issue:43531|issue:43572", "issue:42915|issue:46291", "issue:36331|issue:41720", + "issue:43441|issue:47337", "issue:44734|issue:46858", "issue:45479|issue:47317", + "issue:44671|issue:44743", "issue:44186|issue:44361", "issue:44464|issue:46858", - "issue:44671|issue:44743", "issue:45632|issue:45684", "issue:43716|issue:46821", - "issue:28530|issue:30064", "issue:46894|issue:47317", + "issue:28530|issue:30064", "issue:43316|issue:44913", "issue:29159|issue:36032", - "issue:30064|issue:34634", - "issue:42915|issue:43322", - "issue:45701|issue:47145", - "issue:43452|issue:47020", - "issue:43881|issue:44991", - "issue:33357|issue:35707", - "issue:43873|issue:45704", - "issue:43531|issue:45759", - "issue:43540|issue:43782", - "issue:43526|issue:43883", - "issue:44492|issue:44509", - "issue:43550|issue:43653", - "issue:41720|issue:43746" + "issue:30064|issue:34634" ], - "prepared_review_unit_hash": "0a9c6d2c65a8c37b0c637d717e4ee76f063797fc3581a59c4970ef19ef28a378", + "prepared_review_unit_hash": "c330a6b538a4d9f2a8b866a5b35bf0b43665c037705b6c9feb071849d7e3e226", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35770, - "estimated_input_tokens": 8943, - "estimated_eval_tokens": 18142 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35632, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are broad semantic neighbors, not true duplicates. Most pairs share a subsystem keyword (tokenizer, cache, Qwen3, loading) but point to different code paths and failure modes.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical duplicate emerges from this cluster; if one must be named, issue:43873 is the broadest user-facing runtime bug, but the cluster overall is too heterogeneous to treat as one issue.", + "summary": "This cluster is a broad false-positive mix of unrelated issue reports across tokenizers, multimodal processors, training, cache/generation, and device-mapping paths; none of the soft pairs look like true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46858 is the clearest, most technically specific bug report in the set and best represents the runtime/caching side of the cluster; the rest are mostly unrelated one-off model or API issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most broadly representative and impactful issue in the set, but it still is not a duplicate target for the others.", + "best_issue_reason": "issue:46858 has the strongest concrete failure description and most actionable low-level symptom, making it the best representative issue here even though the cluster does not center on a single duplicate bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs StableLmConfig missing pad_token_idx after v5 upgrade." + "reason": "Different failures: dtype propagation on Blip2 loading vs resume_from_checkpoint max_steps recalculation." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "One is Qwen3MoE FP8 runtime failure; the other is an import-time kernels dependency/version requirement." + "reason": "Both are processor-related, but one is a LayoutLMv2 tokenizer/NER padding crash and the other is an OmDet-Turbo image-size mismatch." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Trainer API signature mismatch and GPU device-mapping crash are unrelated failure modes." + "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Bark CPU offload device mismatch." }, { - "left": "issue:44734", - "right": "issue:46858", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Both involve cache logic, but one is server KV-continuation indexing and the other is static-cache seq-length arithmetic on non-CUDA backends." + "reason": "Both are load failures, but for unrelated models with different causes and code paths." }, { - "left": "issue:45479", - "right": "issue:47317", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Both mention training loss, but there is no evidence they share the same model-specific loss bug or code path." + "reason": "Different multimodal bugs: untied lm_head in Mistral3ForConditionalGeneration vs incorrect visual encoder keys saved by Qwen3.5." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:46821", + "right": "issue:46869", "accept": false, - "reason": "Different tokenizer implementations and different task-specific crashes; not the same underlying defect." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failures are unrelated." }, { - "left": "issue:44464", - "right": "issue:46858", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Compiled-forward chunked-generation inconsistency is distinct from static-cache slice arithmetic on non-CUDA backends." + "reason": "Quantization/offload themes overlap, but these are distinct failures in different models and loading paths." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Different models and mechanisms: masked-LM prediction quality vs recurrent state reset with cache." + "reason": "Both involve image handling, but one is a processor output-size bug and the other is a Perceiver resolution/interpolation failure." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "One is cache-path collision for local trust_remote_code models; the other is permission propagation during save_pretrained." + "reason": "Different parallelism bugs: Qwen3 auto device mapping assert vs GPT-OSS MoE tensor-parallelism not working." }, { - "left": "issue:43716", - "right": "issue:46821", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Mistral-3 dtype mismatch in vision preprocessing is unrelated to TimesFM window_size attribute errors." + "reason": "Serve crashes in different ways: continuous-batching multimodal input handling vs Gemma4Processor missing _tokenizer." }, { "left": "issue:28530", - "right": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Training early-stopping metric lookup and image-segmentation-map processing are unrelated." + "reason": "Trainer early-stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:46894", - "right": "issue:47317", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Both are training-loss bugs, but the reports target different models and do not establish a shared code path." + "reason": "Gemma3n variable collision causing missing audio_mel_mask is unrelated to Gemma4 PLE device mismatch." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Both are config/API regressions, but they affect different fields and behaviors in different model families." + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are different bugs." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "General slow/fast tokenizer inconsistency is not the same as the T5 add_special_tokens name conflict." + "reason": "FineGrainedFP8Config failure and kernels v0.15 import/revision requirement are unrelated." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Image processor void-segmentation handling and BarkProcessor voice_preset handling are unrelated processor bugs." + "reason": "CustomTrainer.compute_loss signature breakage is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:43441", + "right": "issue:47337", "accept": false, - "reason": "Quantized Qwen3MoE failure and Llava Next loading segfault are distinct failures in different paths." + "reason": "FlashAttention compatibility in Ministral-3 and a flaky bbox coordinate test are not the same underlying issue." }, { - "left": "issue:45701", - "right": "issue:47145", + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "Tokenization drift across versions is unrelated to FP8 weight_scale being skipped on load." + "reason": "Both touch cache logic, but one is serve/KV-cache continuation indexing and the other is static-cache seq_length arithmetic on non-CUDA backends." }, { - "left": "issue:43452", - "right": "issue:47020", + "left": "issue:45479", + "right": "issue:47317", "accept": false, - "reason": "gguf_file handling in from_pretrained is a different issue from XLMRobertaTokenizer constructing Unigram with the wrong type." + "reason": "A degenerate loss for single-label classification with num_labels=1 is not the same as a model-specific training-loss bug." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Different affected artifacts and failures: model loading crash vs tokenizer loading regression." + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model-specific defects." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "MacOS bus error in CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "Both are tokenizer failures, but they affect different tokenizers and have different crash modes." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are different code paths." + "reason": "Compiled forward chunked generation inconsistency is distinct from the static-cache seq_length device-tensor arithmetic bug." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Both touch Qwen3 configs, but sliding_window behavior and text_config unwrapping are separate bugs." + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated file-system bugs." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43716", + "right": "issue:46821", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is not the same as Qwen3VL weight_only loading failure." + "reason": "Mistral-3 image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:46894", + "right": "issue:47317", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights metadata are unrelated." + "reason": "Both mention training loss, but they are model-specific bugs with different mechanics and no shared code path shown." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "A cache-strategy typo and outdated docs for removed pipelines are both documentation-ish, but not the same defect." + "reason": "Early stopping metric resolution and void segmentation-map processing are unrelated." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to BigBirdTokenizer special-token registration." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are different config bugs." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer add_special_tokens conflict are different tokenizer issues." + }, + { + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Auto device-mapping cudaErrorAssert and GraniteSpeech PEFT local-checkpoint loading are separate runtime problems." + "reason": "Image processor void-segmentation handling and BarkProcessor voice_preset support are unrelated." } ] }, @@ -5303,289 +5286,296 @@ "component_index": 1, "component_count": 27, "review_unit_index": 17, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ + "issue:33357", "issue:34567", "issue:34634", "issue:35707", - "issue:39692", "issue:41720", "issue:42490", - "issue:42886", + "issue:42915", "issue:43257", + "issue:43322", "issue:43329", - "issue:43381", "issue:43388", + "issue:43452", + "issue:43526", "issue:43531", "issue:43540", + "issue:43550", "issue:43606", "issue:43644", "issue:43653", "issue:43720", "issue:43746", - "issue:43844", - "issue:44062", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", "issue:44077", "issue:44451", + "issue:44492", + "issue:44509", "issue:44534", "issue:44589", - "issue:44610", "issue:44625", - "issue:44843", - "issue:44898", - "issue:44918", - "issue:44936", - "issue:44987", "issue:44991", - "issue:45042", "issue:45059", - "issue:45072", "issue:45357", "issue:45406", "issue:45464", - "issue:45479", + "issue:45701", "issue:45704", "issue:45759", "issue:45859", - "issue:46050", "issue:46402", "issue:46665", "issue:46821", "issue:46858", + "issue:47020", + "issue:47145", "issue:47254" ], "soft_pairs": [ + "issue:43452|issue:47020", + "issue:43881|issue:44991", + "issue:42915|issue:43322", + "issue:45701|issue:47145", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43526|issue:43883", + "issue:43540|issue:43782", + "issue:44492|issue:44509", + "issue:43531|issue:45759", "issue:44534|issue:46665", + "issue:43550|issue:43653", + "issue:41720|issue:43746", "issue:43257|issue:47254", "issue:43606|issue:43720", "issue:42490|issue:43329", - "issue:43531|issue:46821", "issue:45406|issue:45464", "issue:34567|issue:35707", - "issue:43531|issue:44589", + "issue:43531|issue:46821", "issue:34634|issue:41720", + "issue:43531|issue:44589", "issue:43606|issue:43653", "issue:43388|issue:45059", "issue:45759|issue:45859", "issue:44451|issue:44991", - "issue:43540|issue:46858", "issue:45357|issue:46402", + "issue:43540|issue:46858", "issue:44077|issue:44625", - "issue:43644|issue:46665", - "issue:44987|issue:45042", - "issue:44062|issue:44451", - "issue:44898|issue:45072", - "issue:44625|issue:45479", - "issue:44918|issue:44936", - "issue:41720|issue:45704", - "issue:39692|issue:44610", - "issue:43381|issue:43844", - "issue:42886|issue:44843", - "issue:43381|issue:45704", - "issue:43746|issue:46050" + "issue:43644|issue:46665" ], - "prepared_review_unit_hash": "c298162f0dcc324b033ede87672eb4c3a0eeba7d65b7dcbef076c5e6ada04f89", + "prepared_review_unit_hash": "a9142642b343f1ad5d5b9d4b5cbb9c56dc60896fdc6a0e7f345aaa9c1b829bc5", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36303, - "estimated_input_tokens": 9076, - "estimated_eval_tokens": 18408 + "soft_pair_count": 29, + "serialized_chars": 36356, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated closed issues across trainers, tokenizers, multimodal processors, offload/device-mapping, and config-loading bugs. I don\u2019t see a single coherent duplicate cluster or any PRs to select as canonical.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The soft pairs are mostly semantically similar but not true duplicates: they describe different models, different code paths, or different failure modes. No PRs are present. I\u2019d treat this cluster as loosely related loading/runtime issues, not mergeable duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 is the best representative if one must be chosen: it has the strongest discussion/inbound-reference signal and sits at the center of the broader offloading/quantization/runtime-loading theme.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:43873 is the most central and impactful issue in the set, with the highest external signal and a broad runtime failure surface.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44534", - "right": "issue:46665", + "left": "issue:43452", + "right": "issue:47020", "accept": false, - "reason": "Both involve loading/from_pretrained behavior, but one is about non-persistent buffers in v5 and the other about inconsistent behavior inside Python classes; different failure modes and code paths." + "reason": "Both are tokenizer/load failures, but one is about gguf_file handling for AutoTokenizer/AutoModel, while the other is an XLMRobertaTokenizer/Unigram type mismatch." }, { - "left": "issue:43257", - "right": "issue:47254", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Both touch DeepSpeed/accelerate-style loading, but one is Qwen3 MOE weight conversion and the other is PEFT ZeRO-3 checkpointing; not the same underlying bug." + "reason": "Both are model-loading failures, but they affect different models and different breakpoints: glm-4v-9b loading versus tokenizer loading for EMBEDDIA/est-roberta." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Both mention device/loading issues, but Bark CPU offload mismatch and BitNet packed-weight unpacking are distinct model-specific problems." + "reason": "One is a FineGrainedFP8Config failure for Qwen3Moe; the other is a segmentation fault when loading Llava Next. Different model families and failure modes." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:45701", + "right": "issue:47145", "accept": false, - "reason": "A trailing-slash local-path warning is unrelated to the multimodal video-token counting bug in processors." + "reason": "Both mention tokenization/version-sensitive behavior, but one is a tokenization drift report and the other is a compressed-tensors FP8 weight_scale bug." }, { - "left": "issue:43531", - "right": "issue:46821", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "Different models and different parameters: Qwen3-MoE sliding_window vs TimesFM window_size AttributeError." + "reason": "MacOS bus error loading a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Both are runtime failures, but one is Gemma4Processor missing _tokenizer in serve and the other is Qwen3.5 streaming inference; different components and symptoms." + "reason": "Both concern runtime/model behavior, but one is offloading with quantization while the other is a T5-specific Apex RMSNorm memory leak." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated trainer/model-generation issues." + "reason": "BeitImageProcessorFast reduce_labels is an image-preprocessing bug; Molmo all_tied_weights_keys is a model attribute/load issue." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Sliding-window support in Qwen3-MoE is unrelated to the Float8 storage-object loading error." + "reason": "One is a video-input processing ValueError in Qwen3OmniMoe; the other is a from_pretrained weight_only=True error in Qwen3VL." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "BarkProcessor voice_preset handling has no meaningful overlap with Qwen3 auto device-mapping cuda asserts." + "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "One is a CPU offload/device mismatch in Bark; the other is BigBirdTokenizer special-token registration and decode behavior." + "reason": "Both involve Qwen3 MoE/composite configs, but one is a sliding_window issue and the other is AutoModelForCausalLM.from_config not unwrapping text_config." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:44534", + "right": "issue:46665", "accept": false, - "reason": "Gathering metric labels in the last batch is unrelated to SAM3 text/bounding-box processing behavior." + "reason": "Non-persistent buffers filled with junk is a framework regression; inconsistent from_pretrained behavior inside Python classes is a separate API behavior issue." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "One is about unwrapping text_config in composite Qwen multimodal configs; the other is a CPU-offload incompatibility in rotary embedding forward." + "reason": "Bamba-9B-v2 torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different tokenizer implementations." + "reason": "Qwen3 auto device mapping cudaErrorAssert on A800 is a GPU/device-mapping failure; GraniteSpeech PEFT local-checkpoint loading is a different loader path." }, { - "left": "issue:43540", - "right": "issue:46858", + "left": "issue:43257", + "right": "issue:47254", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and static-cache slice arithmetic on non-CUDA backends are separate bugs." + "reason": "Qwen3 MOE weights not converted with accelerate+deepspeed and a PEFT/ZeRO-3 checkpoint error are both training/loading issues but not the same code path." }, { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Incorrect visual-encoder save keys and missing text-encoder weight loading are different serialization/loading problems in different models." + "reason": "Both are CI/runtime loading problems, but one is device mismatch with CPU offload and the other is unpacking packed BitNet weights during accelerate loading." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "A model-specific post_init policy issue is not the same as propagating num_labels in Qwen3.5 configs." + "reason": "A trailing-slash import warning and a video-branch undefined-variable bug in multimodal token counting are different defects." }, { - "left": "issue:43644", - "right": "issue:46665", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Non-persistent buffer corruption in v5 is unrelated to inconsistent from_pretrained behavior inside Python classes." + "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to streaming chat/completions failures for Qwen3.5-0.8B." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "A model load failure for physical-intelligence/fast is not the same as PIL image processors requiring torchvision." + "reason": "TrainerState num_input_tokens_seen not updating is a trainer bookkeeping bug, not a generation-path issue with inputs_embeds/past_key_values." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:43531", + "right": "issue:46821", "accept": false, - "reason": "AddedToken special-argument duplication and ScandiBERT loading failure are different tokenizer bugs." + "reason": "Both mention Qwen3-MoE/sizing behavior, but sliding_window and TimesFM window_size AttributeError are distinct models and APIs." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Perceiver input-size handling and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel do not share the same code path." + "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cudaErrorAssert are unrelated model-specific bugs." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Config propagation of num_labels is distinct from the single-label-classification zero-loss problem." + "reason": "Sliding_window in Qwen3-MoE is unrelated to the Float8 storage lookup error when loading quantized checkpoints." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "TRl SFT unpacking of Qwen3.5 embeddings is unrelated to trainer.evaluate() failing after trainer.train()." + "reason": "CPU offload device mismatch and BigBirdTokenizer mask token registration are different subsystems and failure classes." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Qwen3 device-mapping asserts and T5/apex RMSNorm memory leak are unrelated model/runtime issues." + "reason": "gather_for_metrics tuple-label truncation and SAM3 PCS text/bbox odd behavior are different evaluation versus multimodal-input bugs." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "SigLIP2 doc-example errors and OmDet-Turbo processor/model resolution mismatch are separate vision-model problems." + "reason": "Both involve Qwen3.5/MoE configs, but one is from_config text_config unwrapping and the other is CPU-offload incompatibility in rotary embedding forward." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Eval-mode gradient checkpointing restrictions are unrelated to abnormal gradient growth under HfDeepSpeedConfig + ZeRO-3." + "reason": "ScandiBERT loading failure and est-roberta tokenizer failure are separate model/tokenizer regressions." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Both involve offline/tokenizer loading, but the titles point to different failure causes; one is a general cache load failure, the other a specific model_info call in _patch_mistral_regex." + "reason": "Saving incorrect visual encoder keys and text encoder weights not loaded are opposite sides of Qwen3.5 vs Sam3 model handling, not the same bug." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:43540", + "right": "issue:46858", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior and an apex FusedRMSNorm memory leak are different problems." + "reason": "Qwen3OmniMoe video-input ValueError and static-cache slice arithmetic on non-CUDA backends are unrelated runtime paths." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "PEFT-adapter loading from local checkpoints and sinq quantization save/load breakage are unrelated." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are distinct config/architecture issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers v5 is a framework initialization regression; from_pretrained inside Python classes is a different loading-context inconsistency." } ] }, @@ -5601,309 +5591,280 @@ "component_index": 1, "component_count": 27, "review_unit_index": 18, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:30064", "issue:36010", "issue:39692", - "issue:43295", + "issue:41720", + "issue:42886", + "issue:43381", "issue:43421", "issue:43493", - "issue:43526", - "issue:43531", - "issue:43540", - "issue:43550", - "issue:43596", - "issue:43643", "issue:43653", - "issue:43720", + "issue:43673", "issue:43746", - "issue:43782", - "issue:43819", + "issue:43844", "issue:43873", - "issue:43881", "issue:43927", "issue:43994", "issue:44062", - "issue:44186", - "issue:44220", - "issue:44361", "issue:44368", + "issue:44451", "issue:44464", - "issue:44488", "issue:44514", "issue:44545", + "issue:44610", + "issue:44625", "issue:44671", - "issue:44857", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", "issue:44995", + "issue:45042", + "issue:45072", "issue:45081", "issue:45356", "issue:45357", - "issue:45381", - "issue:45759", - "issue:45834", - "issue:45907", + "issue:45479", + "issue:45704", "issue:45923", "issue:46032", - "issue:46294", + "issue:46050", "issue:46463", "issue:46655", "issue:46693", "issue:46858", - "issue:47050" + "issue:47050", + "issue:47333", + "issue:47337" ], "soft_pairs": [ + "issue:45923|issue:47333", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:42886|issue:44843", "issue:44368|issue:45357", + "issue:43381|issue:45704", + "issue:43746|issue:46050", "issue:44514|issue:44545", "issue:43421|issue:43927", "issue:46655|issue:46693", - "issue:30064|issue:36010", - "issue:45759|issue:45923", "issue:43746|issue:43873", + "issue:30064|issue:36010", "issue:39692|issue:43493", "issue:43421|issue:43653", + "issue:43673|issue:47337", "issue:43994|issue:44671", - "issue:44464|issue:47050", - "issue:46032|issue:46463", - "issue:44995|issue:46858", "issue:45081|issue:45356", - "issue:43782|issue:45381", - "issue:43421|issue:44186", - "issue:44857|issue:47050", - "issue:45356|issue:45907", - "issue:39692|issue:43873", - "issue:43526|issue:43881", - "issue:39692|issue:47050", - "issue:43720|issue:43819", - "issue:43596|issue:44220", - "issue:43295|issue:45834", - "issue:43550|issue:43927", - "issue:43550|issue:44361", - "issue:43540|issue:46294", - "issue:44062|issue:44488", - "issue:43653|issue:43720", - "issue:43531|issue:43643" + "issue:46032|issue:46463", + "issue:44464|issue:47050", + "issue:44995|issue:46858" ], - "prepared_review_unit_hash": "9f960e7e63d2f0e119a733b34113c28a06a38e1fc63ae2514b278cf920efc4d9", + "prepared_review_unit_hash": "8077d4d9291858396c2eaed7506ed9a56ac13c07a90c10bb4041cec453292f9f", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37097, - "estimated_input_tokens": 9275, - "estimated_eval_tokens": 18806 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35380, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports; only one soft edge looks like a true duplicate. The two Qwen2_5_VLProcessor.apply_chat_template reports describe the same batched padding=False crash, while the rest are different models, subsystems, or failure modes.", - "confidence": 0.94, - "canonical_issue_reason": "issue:44514 is the earlier, more complete report of the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash; issue:44545 reads like a duplicate of that exact bug.", + "summary": "Mostly a heterogeneous set of unrelated bug reports with one clear duplicate pair around `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input when `padding=False`.", + "confidence": 0.93, + "canonical_issue_reason": "Use issue 44514 as the canonical issue: it is the earlier, more specific report of the batched-input `padding=False` crash in `Qwen2_5_VLProcessor.apply_chat_template`.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44514 is the best representative because it is the earliest report of the duplicate pair and describes the same concrete code-path failure clearly.", + "best_issue_reason": "Issue 44514 is the best representative because it most clearly states the concrete failure mode and matches the near-identical follow-up report 44545.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:45923", + "right": "issue:47333", "accept": false, - "reason": "Different problems: a LoRA/tie_word_embeddings warning versus a save_pretrained visual-encoder key regression." + "reason": "Different problems: missing `supports_gradient_checkpointing` flag vs inability to save a disk-offloaded Qwen3 model." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same concrete bug: identical Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False." + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Both involve loading/quantization/offloading broadly, but they describe different concrete failures and code paths." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Both involve tokenizer/config behavior, but one is runtime post-processing updates and the other is save/load of custom token IDs." + "reason": "Different tokenizer/model load errors: AddedToken keyword conflict vs failure to load a specific model." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Unrelated: video processor padding error versus a long-context generation performance regression." + "reason": "Unrelated image-resolution/interpolation bug vs dtype mismatch in bfloat16 inference." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Completely different areas: image processor segmentation maps versus a GenerationMixin import error." + "reason": "Both mention `num_labels`, but one is a propagation bug in Qwen3.5 config and the other is a multi-model zero-loss classification issue." }, { - "left": "issue:45759", - "right": "issue:45923", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Different failures in different code paths: composite config unwrapping versus missing supports_gradient_checkpointing on a trust_remote_code model." + "reason": "Different training/runtime failures: embedding unpacking with TRL SFT trainer vs `evaluate()` after `train()`." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Different loading/offloading issues; not the same bug or change." + "reason": "Both touch training behavior, but one is eval-mode gradient checkpointing and the other is a DeepSpeed ZeRO-3 gradient anomaly." }, { "left": "issue:39692", - "right": "issue:43493", + "right": "issue:44610", "accept": false, - "reason": "Both mention SigLIP2, but one is a docs example mismatch and the other is an implementation discrepancy versus JAX." + "reason": "Both are vision/model-processor mismatches, but they concern different models and distinct bugs." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Both are token-related, but one is about runtime special-token updates and the other is a BigBirdTokenizer special-token registration bug." + "reason": "Different subsystems and symptoms: Qwen3 auto device mapping CUDA assert vs T5 Apex RMSNorm memory leak." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:42886", + "right": "issue:44843", "accept": false, - "reason": "Different models and symptoms: SigLIP2 inference nonsense versus CamemBERT masked LM regression." + "reason": "Both are offline/cache related, but one is tokenizer cache loading and the other is an unconditional `model_info()` call in Mistral regex patching." }, { - "left": "issue:44464", - "right": "issue:47050", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Different execution paths: compiled chunked generation versus ONNX export dtype mismatch in CanineModel attention." + "reason": "Separate issues: a warning about `tie_word_embeddings` during LoRA fine-tuning vs incorrect visual encoder keys in save_pretrained." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Different bugs: Mamba2 cache misuse versus a T5 decoder input validation error message issue." + "reason": "No shared concrete code path; gradient checkpointing eval-mode restriction is unrelated to T5 RMSNorm leak." }, { - "left": "issue:44995", - "right": "issue:46858", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Both are cache-related, but they affect different models and different mechanics; not the same underlying defect." + "reason": "Both involve loading/saving models, but one is PEFT adapter local checkpoint loading and the other is quantized model persistence." }, { - "left": "issue:45081", - "right": "issue:45356", - "accept": false, - "reason": "Related tokenizer-regex area, but one is a crash from backend_tokenizer access and the other is a codec-handling regression with a warning mismatch." + "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`; titles and failure mode match." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Different Qwen multimodal failures: weight_only load error versus wrong vision_position_ids in video input." + "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is loss of custom token IDs after save/load." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "Different tokenizer issues and different affected models; no shared concrete failure mode." + "reason": "Both affect generation/video performance broadly, but one is video processor padding and the other is FA2 long-context performance regression." }, { - "left": "issue:44857", - "right": "issue:47050", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Both involve fp16/dtype problems, but in different models and export/runtime paths." + "reason": "Different offloading-related bugs: PEFT local checkpoint loading vs quantization/offloading behavior." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Unrelated: tokenizer regression versus a hub API revision-parameter forwarding bug." + "reason": "Unrelated failures: image processor segmentation-map handling vs a `GenerationMixin` import error." }, { "left": "issue:39692", - "right": "issue:43873", + "right": "issue:43493", "accept": false, - "reason": "No common underlying bug; docs/model mismatch is unrelated to quantization offloading." + "reason": "Same model family, but one is docs/example mismatch and quantization failure; the other is a discrepancy versus the original JAX implementation." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Different models and failures: BeitImageProcessorFast label reduction versus glm-4v-9b loading failure." + "reason": "Different tokenizer bugs: runtime post-processor refresh vs BigBird mask token registration/empty decode output." }, { - "left": "issue:39692", - "right": "issue:47050", + "left": "issue:43673", + "right": "issue:47337", "accept": false, - "reason": "Different issues with no shared code-path or bug." + "reason": "Completely different: missing `GenerationMixin` cache in v5 chunked prefill vs a flaky bbox-range test." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Different low-level model bugs: packed-weight loading versus DAC latent conversion mismatch." + "reason": "Both are model-output quality issues, but for different models and unrelated causes (SigLIP2 vs CamemBERT)." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Different crash sites and subsystems; not a duplicate." + "reason": "Both reference Mistral/Kimi tokenizer fixes, but one is an AttributeError in `_patch_mistral_regex` and the other is a regression with codec handling; not the same concrete bug." }, { - "left": "issue:43295", - "right": "issue:45834", - "accept": false, - "reason": "Both are multimodal edge cases, but one is processor/tokenizer regression and the other is an OCR long-input index error." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "Completely different: torch.compile SDPA failure versus config save/load token-ID loss." - }, - { - "left": "issue:43550", - "right": "issue:44361", - "accept": false, - "reason": "Different model/pathology: compiled attention failure versus tokenizer AttributeError." - }, - { - "left": "issue:43540", - "right": "issue:46294", - "accept": false, - "reason": "Both are video-input issues, but they affect different Qwen variants and appear to be distinct code paths." - }, - { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Different tokenization issues; one is an AddedToken argument error, the other is a model-loading failure." + "reason": "Different code paths: Mamba2Mixer cache correctness vs T5 decoder input validation error messaging." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "Different bugs in unrelated components: tokenizer special-token registration versus BitNet packed-weight loading." + "reason": "Both involve generation/export correctness, but one is compiled forward chunked generation and the other is ONNX fp16 export dtype mismatch." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Different subsystems: sliding_window behavior versus AutoConfig trust_remote_code field loss." + "reason": "Different cache bugs: stale indexer cache on second forward pass vs device-tensor sequence length breaking static-cache slice arithmetic." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The canonical choice is supported by the packet titles and chronology, and the single accepted soft edge (44514/44545) is a conservative duplicate call. The remaining soft-edge rejects stay within the evidence in the packet and do not overclaim shared bugs." + "feedback": "Grounded summary and conservative soft-edge calls. The duplicate/near-duplicate pair `issue:44514` / `issue:44545` is well supported by the packet, and the other pairings are reasonably rejected as distinct concrete failure modes rather than overstated matches." }, "evaluator_used": true, "retried": false, @@ -5916,289 +5877,310 @@ "component_index": 1, "component_count": 27, "review_unit_index": 19, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:30064", - "issue:34634", - "issue:36010", "issue:36331", "issue:39692", "issue:41720", + "issue:43295", "issue:43335", + "issue:43421", + "issue:43526", + "issue:43531", "issue:43540", "issue:43550", + "issue:43596", "issue:43611", - "issue:43618", "issue:43643", "issue:43653", - "issue:43697", + "issue:43720", "issue:43756", + "issue:43782", "issue:43819", - "issue:44008", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44062", "issue:44186", "issue:44220", - "issue:44442", - "issue:44448", + "issue:44361", "issue:44488", - "issue:44561", "issue:44625", "issue:44661", - "issue:44671", - "issue:44805", "issue:44821", "issue:44843", - "issue:44877", + "issue:44857", "issue:44898", - "issue:44936", "issue:44991", - "issue:45020", "issue:45081", "issue:45084", + "issue:45356", "issue:45381", "issue:45834", + "issue:45907", "issue:45987", - "issue:46291", + "issue:46294", "issue:46665", "issue:46693", "issue:46829", "issue:46832", - "issue:46858", - "issue:46932", "issue:47020", "issue:47050" ], "soft_pairs": [ + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:44857|issue:47050", + "issue:39692|issue:43873", + "issue:43526|issue:43881", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44062|issue:44488", + "issue:43653|issue:43720", "issue:44625|issue:47050", + "issue:43531|issue:43643", "issue:45381|issue:46693", "issue:44488|issue:47020", - "issue:44220|issue:44661", "issue:46829|issue:46832", + "issue:44220|issue:44661", "issue:41720|issue:44991", - "issue:30064|issue:36331", "issue:43611|issue:46665", - "issue:44821|issue:45084", - "issue:43653|issue:43819", + "issue:30064|issue:36331", "issue:44186|issue:44898", - "issue:45987|issue:46829", "issue:44843|issue:45081", + "issue:43653|issue:43819", + "issue:44821|issue:45084", + "issue:45987|issue:46829", "issue:43550|issue:43819", - "issue:43335|issue:43756", - "issue:43540|issue:44008", - "issue:34634|issue:36010", - "issue:43643|issue:44877", - "issue:44008|issue:46858", - "issue:44991|issue:47020", - "issue:45987|issue:46932", - "issue:43618|issue:43697", - "issue:39692|issue:45834", - "issue:44561|issue:45020", - "issue:44186|issue:44442", - "issue:44448|issue:44671", - "issue:44805|issue:44936", - "issue:44991|issue:46291" + "issue:43335|issue:43756" ], - "prepared_review_unit_hash": "70617e22707af203b36fb6a684c0ba3af601256948cac7d16a73160a2dcd83f1", + "prepared_review_unit_hash": "3210016bc13bc8f4594177adf856a02a998c8f0312a26601172816a440e0260c", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36290, - "estimated_input_tokens": 9073, - "estimated_eval_tokens": 18402 + "soft_pair_count": 31, + "serialized_chars": 37228, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous, with only loose topical overlap around Transformers v5/config/tokenizer regressions. I do not see any soft pair that looks like the same underlying bug or change.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45020 is the broadest and most representative issue here: it captures the general class of recent version regressions affecting `remote_code` models, which overlaps thematically with several narrower loading/config complaints in the set.", + "summary": "No soft pair looks like a true duplicate; the set spans mostly unrelated model/tokenizer/config regressions. There are no PRs in the input, so the broadest active issue is the best canonical issue choice.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43873 is the most active open report (highest discussion and inbound references) and is broad enough to serve as the umbrella issue for triage in this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single issue to anchor this mixed cluster because it is the most umbrella-like user-facing regression and could absorb narrower `remote_code`/loading breakages better than the model-specific reports.", + "best_issue_reason": "issue:43873 is the strongest representative item overall because it has the most traffic and describes a cross-cutting user-facing regression rather than a narrow model-specific crash.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44625", - "right": "issue:47050", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Different models and failure modes: config propagation for Qwen3.5 vs dtype mismatch during Canine fp16 ONNX export." + "reason": "Both involve Qwen VL/video paths, but one is a weight_only load error and the other is a video position-id bug; different concrete failures." }, { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "One is a Qwen2.5-VL video position-id bug; the other is a FA2 long-context performance regression." + "reason": "Tokenizer internals vs LayoutLMv2 NER/padding crash; different code paths and symptoms." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Both are tokenizer-loading failures, but the titles point to different mechanisms and likely different model families; not the same bug." + "reason": "Kimi tokenizer regression is unrelated to list_repo_files revision forwarding in CI." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:44857", + "right": "issue:47050", "accept": false, - "reason": "Audio feature extraction `_torch_extract_fbank_features()` and `add-new-model-like` mapping logic are unrelated code paths." + "reason": "Both mention dtype/fp16 issues, but they affect different models and different export/runtime paths." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Different RT-DETR/video-classification bugs with different symptoms and code paths." + "reason": "Documentation/example errors and a quantization offloading regression are not the same underlying bug." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "A CUDA assert in Qwen3 auto device mapping is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:39692", + "right": "issue:47050", "accept": false, - "reason": "Segmentation-map processing and `CustomTrainer.compute_loss()` signature mismatch are unrelated." + "reason": "Docs/example problems and Canine ONNX dtype mismatch are distinct issues." }, { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Both concern loading behavior, but one is `base_model_prefix` compatibility and the other is `from_pretrained` inside Python classes; different failures." + "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are unrelated implementation bugs." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated." + "reason": "Deepspeed zero3/BertModel indexing and fbank feature extraction are different subsystems." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Tokenizer special-token registration and DAC latent reconstruction are different bugs." + "reason": "Processor/tokenizer API regression is not the same as Kosmos2.5 long OCR index error." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crashes and Perceiver interpolation failures are separate model-specific issues." + "reason": "Both are video-input related, but they fail in different Qwen model families and different stages of processing." }, { - "left": "issue:45987", - "right": "issue:46829", + "left": "issue:43550", + "right": "issue:43927", "accept": false, - "reason": "Static cache sequence-length contract mismatch is unrelated to VideoPrism output packing." + "reason": "torch.compile+SDPA on Bamba is unrelated to DiaConfig losing custom token IDs." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Both involve `_patch_mistral_regex`, but one is an offline network call issue and the other is an attribute error on tokenizer objects; different root causes." + "reason": "Bamba compile failure and MLukeTokenizer AttributeError are different model/code-path bugs." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Bamba SDPA/torch.compile and DAC STE behavior are unrelated." + "reason": "AddedToken special-argument duplication is not the same as failing to load cjvt/sleng-bert." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are different configuration bugs." + "reason": "BigBird tokenizer special-token registration and BitNet accelerate loading are unrelated." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44625", + "right": "issue:47050", "accept": false, - "reason": "Video-input handling in Qwen3OmniMoe and a Gemma3n audio variable-name collision are not the same bug." + "reason": "Qwen3.5 num_labels propagation and Canine ONNX dtype mismatch are different problems." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "BarkProcessor `voice_preset` and a `GenerationMixin` import error are unrelated." + "reason": "Qwen3-MoE sliding window and AutoConfig trust_remote_code field loss are unrelated." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "Both touch config loading, but one is missing fields under `trust_remote_code` and the other is a strict-config loading failure for granite_speech; not the same issue." + "reason": "Video position IDs bug and FA2 long-context performance regression do not share the same fix." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "Gemma3n variable collision and static-cache sequence-length arithmetic are unrelated." + "reason": "Tokenizer loading failure for one model is not the same as Unigram expecting a sequence in XLMRobertaTokenizer." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "Different tokenizer-loading failures with different underlying causes." + "reason": "VideoPrism output field mismatch and RT-DETR feature-level TypeError are unrelated." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Static cache sequence-length type contract and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping failure are different areas." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Different model regressions and output-shape/field issues." + "reason": "Qwen3 auto device mapping CUDA assert and est-roberta tokenizer loading are unrelated." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "A SigLIP2 docs example problem and a Kosmos2.5 OCR index error are not the same bug." + "reason": "base_model_prefix loading regression and Python-class from_pretrained inconsistency are not the same bug." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "`is_torch_fx_available` removal is a specific compatibility break, while 45020 is a broader remote_code regression umbrella; related theme, but not the same concrete bug." + "reason": "ImageProcessor segmentation-map handling and CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:44186", - "right": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Different tokenizer classes and different crash conditions." + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default resolution failure are different model issues." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Both report output differences in v5, but they are model-specific regressions with different code paths." + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is an AttributeError on backend_tokenizer; different concrete failures." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Mask-shape IndexError and `trainer.evaluate()` failing after `train()` are different problems." + "reason": "BigBird tokenizer special-token registration and DAC latent decoding mismatch are unrelated." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation error do not share a code path." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length contract and VideoPrism hidden_states field mismatch are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Tokenizer loading and `transformers.pipelines` import-time kernel version requirements are unrelated." + "reason": "Bamba SDPA compile failure and DAC from_latents mismatch are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer count issue are different model configuration problems." } ] }, @@ -6214,284 +6196,289 @@ "component_index": 1, "component_count": 27, "review_unit_index": 20, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ - "issue:28218", - "issue:29159", "issue:34634", - "issue:36331", - "issue:42175", + "issue:36010", + "issue:39692", "issue:43322", - "issue:43388", "issue:43421", "issue:43540", "issue:43550", "issue:43577", - "issue:43582", "issue:43606", + "issue:43618", + "issue:43643", "issue:43644", - "issue:43645", + "issue:43697", "issue:43716", - "issue:43720", "issue:43749", "issue:43782", "issue:43818", - "issue:43825", - "issue:43931", - "issue:43994", "issue:44008", - "issue:44291", + "issue:44186", + "issue:44442", + "issue:44448", "issue:44479", - "issue:44610", + "issue:44561", "issue:44671", + "issue:44805", "issue:44811", + "issue:44877", + "issue:44936", "issue:44977", + "issue:44991", + "issue:45020", "issue:45072", - "issue:45081", "issue:45183", - "issue:45381", "issue:45479", "issue:45563", "issue:45584", "issue:45685", - "issue:45701", "issue:45834", - "issue:46032", + "issue:45987", + "issue:46291", "issue:46294", "issue:46463", - "issue:46512", - "issue:46665", - "issue:46846", - "issue:47276" + "issue:46752", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47276", + "issue:47337" ], "soft_pairs": [ - "issue:45584|issue:45834", + "issue:43540|issue:44008", + "issue:44008|issue:46858", + "issue:43643|issue:44877", + "issue:34634|issue:36010", + "issue:44991|issue:47020", + "issue:43618|issue:43697", + "issue:45987|issue:46932", + "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:44805|issue:44936", + "issue:46752|issue:47337", "issue:43322|issue:45685", - "issue:43606|issue:45072", + "issue:44991|issue:46291", + "issue:45584|issue:45834", "issue:43421|issue:44811", + "issue:43606|issue:45072", + "issue:45183|issue:45479", + "issue:46294|issue:46463", "issue:44479|issue:45834", + "issue:43577|issue:43818", "issue:43550|issue:45072", - "issue:46294|issue:46463", "issue:43644|issue:43749", - "issue:43577|issue:43818", - "issue:45183|issue:45479", - "issue:43716|issue:44008", "issue:43782|issue:44977", - "issue:45563|issue:47276", - "issue:43825|issue:43994", - "issue:43582|issue:46512", - "issue:43931|issue:46846", - "issue:28218|issue:29159", - "issue:43388|issue:46032", - "issue:43540|issue:45381", - "issue:44610|issue:45072", - "issue:43749|issue:44291", - "issue:43645|issue:46665", - "issue:34634|issue:36331", - "issue:43720|issue:45072", - "issue:42175|issue:45081", - "issue:44671|issue:45701" + "issue:43716|issue:44008", + "issue:45563|issue:47276" ], - "prepared_review_unit_hash": "950996f44ceb62a6cc7dee82a70d556d3e989495b2fd0171af7ce74647eb20fb", + "prepared_review_unit_hash": "03a268d98809ec61d5f0907907c16ff1f58e032a70ea515ad2f166008390f400", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35311, - "estimated_input_tokens": 8828, - "estimated_eval_tokens": 17912 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35948, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not look like a true duplicate set overall. The only clear duplicate-like pair is the tokenizer-space issue vs. the broader slow/fast tokenizer inconsistency report.", - "confidence": 0.74, - "canonical_issue_reason": "issue:29159 is the broader, better-framed tokenizer duplicate: it covers slow/fast tokenizer inconsistency and plausibly subsumes the narrower added-token spacing bug in issue:28218.", + "summary": "These items are a loose collection of unrelated issue reports; the soft links are mostly broad thematic similarities rather than the same concrete bug. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the best umbrella issue here: it is the broadest, most central report about recent transformers versions breaking `trust_remote_code`/remote-code models, with the strongest chance of subsuming nearby version-regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 is the strongest issue anchor because it is the most general and descriptive of the actual shared bug area in this cluster.", + "best_issue_reason": "issue:45020 best represents the cluster because it is the highest-level, most reusable problem statement among the issues provided.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Both involve generation/input edge cases, but Whisper empty transcription handling and Kosmos2.5 long OCR indexing are different code paths and failures." + "reason": "Different models and failure modes: Qwen3OmniMoe video input ValueError vs Gemma3n variable-name collision AttributeError." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "Llava Next loading segfault and MPS histogram error in MoE are unrelated model/backend failures." + "reason": "Both mention runtime tensor issues, but one is Gemma3n forward-name collision and the other is StaticCache sequence-length/type behavior; not the same bug." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "CPU offload device mismatch in Bark is not the same bug as dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Both are config-loading problems, but one is missing fields from `trust_remote_code` and the other is strict config rejection for `granite_speech`; different code paths." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Both touch tokenizers/processors, but one is runtime special-token post-processing and the other is Whisper batch_decode skip_special_tokens behavior." + "reason": "Unrelated: BarkProcessor voice_preset handling vs an import error for `GenerationMixin`." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:44991", + "right": "issue:47020", "accept": false, - "reason": "Qwen VL video regression and Kosmos2.5 OCR long-input indexing are different model-specific bugs." + "reason": "Both are tokenizer-load regressions, but they target different models and likely different tokenizer constructors/code paths; not enough evidence of the same defect." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Torch.compile/SDPA failure in Bamba is a different execution-path bug than dtype mismatches in inference." + "reason": "CLIP output field assignment regression is unrelated to RTDetrV2 output drift." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "Qwen video chat-template token/feature mismatch is unrelated to T5 decoder input validation messaging." + "reason": "StaticCache return-type bug vs Gemma4 quantized embedder dtype casting; different subsystems." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "Both are loading-related, but non-persistent buffer junk and FSDP CPU RAM efficient loading are distinct problems." + "reason": "Documentation example errors for SigLIP2 are unrelated to Kosmos2.5 OCR long-input indexing." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Blip2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing are separate model-loading/model-architecture issues." + "reason": "44561 is a specific missing-helper regression (`is_torch_fx_available`), while 45020 is a broader remote-code breakage report; related theme, but not the same concrete bug." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "XOR validation for input_ids/inputs_embeds is different from the single-label-classification zero-loss bug." + "reason": "Different tokenizer failures: LayoutLMv2 NER/padding crash vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Mistral-3 image dtype mismatch and Gemma3n variable-name collision are unrelated failures." + "reason": "Both are v5 output-regression reports, but for different models and behaviors (Pegasus generation vs CamemBERT masked LM)." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Qwen3VL weight_only load error and Qwen3.5 flash-attention generation issue are different bugs." + "reason": "A tensor-mask shape mismatch is not the same underlying problem as trainer.evaluate failing after trainer.train()." }, { - "left": "issue:45563", - "right": "issue:47276", + "left": "issue:46752", + "right": "issue:47337", "accept": false, - "reason": "Both are warning-message issues, but they concern different warnings in different generation modes." + "reason": "Both mention IndexError, but one is empty chat-template input and the other is a flaky bbox-range test; unrelated." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "A stale pipeline translation-support error message is not the same as SigLIP2 producing wrong outputs." + "reason": "Segfault while loading Llava Next models is unrelated to an MPS histogram kernel limitation on Int tensors." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and stale config dtype after from_config are different dtype-related issues." + "reason": "Tokenizer loading failure for a specific model is unrelated to `transformers.pipelines` import failing due to kernels version requirements." }, { - "left": "issue:43931", - "right": "issue:46846", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch at load time is not the same as missing linear_attn entries in TP planning." + "reason": "Whisper empty-transcription generation failure and Kosmos2.5 long-OCR index error are different bugs." }, { - "left": "issue:28218", - "right": "issue:29159", - "accept": true, - "reason": "These describe the same tokenizer bug family: an added-token spacing inconsistency versus the broader slow/fast tokenizer inconsistency report." + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve post-processing/special tokens, but one is runtime special-token updates in TokenizersBackend and the other is Whisper `batch_decode` ignoring `skip_special_tokens`." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Metric gathering truncation of tuple labels and Mamba2 use_cache correctness are unrelated." + "reason": "Different mismatch classes and models: CPU offload device mismatch in Bark vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Qwen video-input processing failure and vision_position_ids regression are both VL issues but not the same concrete bug." + "reason": "Input validation XOR errors and zero-loss classification behavior are unrelated problems." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "OmDet-Turbo processor size mismatch and dtype mismatch in inference are unrelated." + "reason": "Video chat-template token/feature mismatch is unrelated to T5 decoder input validation error messaging." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected-arg errors are different loading bugs." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different model-specific failures." }, { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Jupyter custom-model initialization breakage and from_pretrained-inside-classes inconsistency are not the same code-path problem." + "reason": "Blip2 dtype loading bug and Video-LLaVA temporal-attention/weight-sharing issue are not the same defect." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature mismatch are unrelated." + "reason": "Both are backend/runtime mismatches, but one is a torch.compile+SDPA failure in Bamba and the other is bfloat16 dtype mismatch in other models." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatch issues." + "reason": "Non-persistent buffer initialization junk in v5 is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Backend installation packaging and Mistral regex patch crash are unrelated." + "reason": "Weight-only loading error for Qwen3VL is different from flash-attention generation issues in Qwen3.5." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 preprocessor/model dtype mismatch is unrelated to Gemma3n's audio_mel_mask attribute collision." + }, + { + "left": "issue:45563", + "right": "issue:47276", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and generic version-caused tokenization changes are too broad and not the same concrete bug." + "reason": "Both are warning-message issues, but they refer to different warnings in different generation paths; not the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:28218 vs issue:29159, is plausibly the same tokenizer bug family with the latter being the broader duplicate anchor. The other pairwise rejections are suitably cautious and not overstated." - }, - "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 }, @@ -6500,282 +6487,282 @@ "component_index": 1, "component_count": 27, "review_unit_index": 21, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ - "issue:36010", + "issue:28218", + "issue:29159", + "issue:34634", "issue:36331", "issue:42175", - "issue:43257", + "issue:42915", "issue:43262", - "issue:43329", - "issue:43452", - "issue:43526", - "issue:43531", - "issue:43550", + "issue:43388", + "issue:43540", "issue:43577", "issue:43582", - "issue:43638", "issue:43645", "issue:43653", - "issue:43697", + "issue:43720", "issue:43742", + "issue:43749", "issue:43782", "issue:43819", "issue:43825", "issue:43827", - "issue:43906", - "issue:43927", - "issue:44060", - "issue:44368", - "issue:44589", - "issue:44857", + "issue:43931", + "issue:43994", + "issue:44291", + "issue:44610", + "issue:44671", "issue:44912", - "issue:44936", - "issue:44991", + "issue:44964", "issue:45003", "issue:45020", - "issue:45042", + "issue:45072", "issue:45081", - "issue:45084", "issue:45325", - "issue:45372", - "issue:45406", - "issue:45538", + "issue:45381", + "issue:45701", + "issue:46032", "issue:46175", - "issue:46209", "issue:46285", - "issue:46291", - "issue:46326", + "issue:46512", + "issue:46665", "issue:46697", "issue:46728", + "issue:46846", "issue:46932", - "issue:47217" + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337" ], "soft_pairs": [ + "issue:43825|issue:43994", + "issue:43582|issue:46512", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43388|issue:46032", + "issue:43540|issue:45381", + "issue:47276|issue:47337", + "issue:44610|issue:45072", + "issue:43645|issue:46665", + "issue:43749|issue:44291", + "issue:34634|issue:36331", + "issue:43720|issue:45072", + "issue:47254|issue:47333", + "issue:42175|issue:45081", + "issue:44671|issue:45701", "issue:46697|issue:46728", + "issue:47254|issue:47332", "issue:43577|issue:43582", + "issue:43782|issue:45325", + "issue:44964|issue:47337", "issue:43742|issue:45020", - "issue:44589|issue:45042", + "issue:42915|issue:47333", "issue:43825|issue:43827", - "issue:43782|issue:45325", - "issue:43653|issue:44912", "issue:46175|issue:46932", "issue:45003|issue:46285", - "issue:43262|issue:43819", - "issue:43262|issue:47217", - "issue:43582|issue:44857", - "issue:45372|issue:46326", - "issue:36010|issue:43645", - "issue:36010|issue:36331", - "issue:43550|issue:44912", - "issue:43531|issue:45042", - "issue:43638|issue:44936", - "issue:42175|issue:46291", - "issue:44060|issue:44368", - "issue:43257|issue:43329", - "issue:43526|issue:43697", - "issue:43452|issue:44991", - "issue:43819|issue:43927", - "issue:45081|issue:45406", - "issue:43906|issue:46209", - "issue:45084|issue:45538" + "issue:43653|issue:44912", + "issue:43262|issue:43819" ], - "prepared_review_unit_hash": "c9b7d2c6e8b642a722232b730ac3580986a9a11a3c47d449c6d5dfeb19de84e1", + "prepared_review_unit_hash": "a42b6b2202141519c65ed395405437dd0a465a7e7f568e91c0f4f03209e376ac", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36351, - "estimated_input_tokens": 9088, - "estimated_eval_tokens": 18432 + "serialized_chars": 36158, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated Transformers bug reports across tokenizers, processors, model loading, training, and backend-specific regressions. The soft pairs are only superficially similar; none look like the same underlying bug/change.", - "confidence": 0.57, - "canonical_issue_reason": "issue:45020 is the broadest and most central regression report here: it describes a cross-cutting breakage affecting recent Transformers versions and remote-code models, which makes it the best representative issue for the cluster despite the overall heterogeneity.", + "summary": "The cluster does not contain any merge-worthy duplicate pair; most items only share broad subsystem vocabulary (tokenizers, loading, vision, quantization) but differ in the concrete failure mode or fix path.", + "confidence": 0.67, + "canonical_issue_reason": "issue:28218 is the clearest standalone bug report in the set: it is specific, reproducible, and narrowly scoped to a tokenizer regression, making it a reasonable representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most generally useful anchor because it captures a broad version-regression pattern rather than a single model-specific symptom.", + "best_issue_reason": "issue:28218 is the best overall issue candidate because it is concrete and well-scoped, with stronger signal than the broader or more ambiguous reports in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Both concern image preprocessing, but one is over-padding and the other is patch-count calculation; different code paths and symptoms." + "reason": "Both touch pipeline/translation-related behavior, but one is an error-message wording issue and the other is a model output regression; different bugs." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "BLIP2 dtype loading and Apple Silicon allocator warmup are unrelated failures." + "reason": "Apple Silicon warmup TypeError and stale dtype in from_config are unrelated loading/runtime bugs." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:43931", + "right": "issue:46846", "accept": false, - "reason": "A MobileLLM key error is a specific model-loading bug, not the same concrete issue as the broader remote_code regression." + "reason": "Different Qwen models and different causes: one is a weight-shape load failure, the other is a tensor-parallel plan omission." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "Float8 storage lookup and PIL image processor torchvision requirements are unrelated." + "reason": "Both are tokenizer regressions, but the first is a specific added-token spacing bug while the second is a broader slow-vs-fast inconsistency report." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "One is an error-message bug, the other is stale docs; related theme, but not the same underlying bug." + "reason": "Different code paths: metric gathering drops labels, while Mamba2 cache use returns incorrect results." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Different models and different failures: weight_only loading vs rope-index scaling." + "reason": "Both involve video inputs, but they are different Qwen models and different failure modes." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:47276", + "right": "issue:47337", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are unrelated." + "reason": "A misleading warning message is not the same bug as a flaky bounding-box range test failure." }, { - "left": "issue:46175", - "right": "issue:46932", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Gemma4 memory blowup in one-hot position embeddings is not the same as dtype-casting fixes for quantized embedders." + "reason": "Image processor size mismatch and bfloat16 dtype mismatch are unrelated issues." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:43645", + "right": "issue:46665", "accept": false, - "reason": "Unsafe sys.modules access and CLIP text-model structural inconsistency are different bugs." + "reason": "Both concern model initialization behavior, but one is about Jupyter/custom models and the other about from_pretrained inside Python classes." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Audio chat-template sampling-rate handling and DAC latent/forward mismatch are unrelated." + "reason": "Both are model-loading issues, but the APIs and root causes differ: FSDP RAM-efficient loading vs init_empty_weights/_is_hf_initialized." }, { - "left": "issue:43262", - "right": "issue:47217", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Audio processor sampling-rate defaults and VL image-placeholder handling are different problems." + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature errors are unrelated." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are separate backend-specific issues." + "reason": "Packed-weight unpacking in accelerate loading is a different failure mode from dtype mismatches in inference." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:47254", + "right": "issue:47333", "accept": false, - "reason": "Both involve mistral_common, but one is an import error and the other is a continue_final_message logic bug." + "reason": "Gradient-checkpointing/ZeRO checkpoint errors are not the same as failing to save a disk-offloaded model." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "GenerationMixin import failure and notebook custom-model initialization breakage are distinct regressions." + "reason": "Packaging/backend dependency coverage and tokenizer regex patch crashes are unrelated." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Import path breakage for GenerationMixin is unrelated to CustomTrainer.compute_loss signature changes." + "reason": "A masked-LM prediction regression is not the same underlying bug as a general tokenization-change report." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "torch.compile/SDPA behavior in Bamba and MXFP4 loading fallback in git-oss-20b are different code paths." + "reason": "Both are image-preprocessing issues, but one over-pads images and the other miscounts patches for a different model." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:47254", + "right": "issue:47332", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL processor torchvision dependency are unrelated." + "reason": "These are both training/offloading-related, but they fail in different operations and code paths." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Zero3/Bert index error during training and evaluate-after-train failure do not describe the same bug." + "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError are separate bugs." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Package extra dependency omission and kernels v0.15 import requirements are different installation problems." + "reason": "Loading with weight_only=True and incorrect rope index scaling are different Qwen-VL issues." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:44964", + "right": "issue:47337", "accept": false, - "reason": "One is an internal tied-weights bug in Qwen3-Next; the other is an external warning triggered during ms-swift fine-tuning." + "reason": "Model loading failure and a flaky bbox test are unrelated." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Qwen3 MOE weight conversion and multimodal token counting are unrelated." + "reason": "A key error loading one model is not the same as the broader remote_code breakage." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:42915", + "right": "issue:47333", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 v5 output change are different issues." + "reason": "FineGrainedFP8 quantization failure and disk-offloaded save failure are distinct issues." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Both are tokenizer/model loading regressions, but they affect different APIs and likely different underlying causes." + "reason": "One is an incorrect error message; the other is stale documentation referencing removed pipeline APIs." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:46175", + "right": "issue:46932", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID persistence are unrelated generation bugs." + "reason": "A huge one-hot embedding implementation and quantized embedders dtype casting are different Gemma4 problems." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Mistral regex patching and Gemma4Processor missing _tokenizer are different processor/tokenizer failures." + "reason": "Unsafe sys.modules access and CLIPTextModel structural inconsistency are unrelated." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "An isolated reproduction of an older issue is not the same as the FP8 inference failure on B200." + "reason": "Missing special-token registration and MXFP4 quantization fallback are not the same bug." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Template-node compilation error and CLIPTokenizer max-length handling are unrelated." + "reason": "Sampling-rate defaulting in chat templates and DAC latent/forward mismatch are unrelated audio bugs." } ] }, @@ -6791,298 +6778,296 @@ "component_index": 1, "component_count": 27, "review_unit_index": 22, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ - "issue:29159", - "issue:34567", + "issue:36010", + "issue:36331", "issue:38175", - "issue:39692", - "issue:40990", + "issue:42175", "issue:42490", - "issue:42915", "issue:43257", "issue:43262", "issue:43329", - "issue:43425", - "issue:43450", - "issue:43525", + "issue:43452", "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", "issue:43643", + "issue:43645", "issue:43696", - "issue:43742", + "issue:43697", "issue:43746", + "issue:43819", "issue:43854", - "issue:43931", - "issue:44291", - "issue:44387", - "issue:44479", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", "issue:44554", + "issue:44589", "issue:44610", - "issue:44617", "issue:44811", - "issue:44821", + "issue:44857", "issue:44912", + "issue:44936", "issue:44977", - "issue:44987", + "issue:44991", "issue:45042", "issue:45081", - "issue:45200", - "issue:45459", + "issue:45084", + "issue:45372", + "issue:45406", "issue:45538", "issue:45600", "issue:45759", - "issue:45803", "issue:45859", + "issue:46209", "issue:46291", - "issue:46421", - "issue:46424", - "issue:47020", + "issue:46326", "issue:47050", - "issue:47145", - "issue:47254" + "issue:47217" ], "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43262|issue:47217", + "issue:45372|issue:46326", + "issue:43582|issue:44857", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:36010|issue:36331", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:44060|issue:44368", + "issue:43257|issue:43329", + "issue:43526|issue:43697", + "issue:42175|issue:46291", + "issue:45081|issue:45406", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:43819|issue:43927", "issue:43854|issue:44977", "issue:43746|issue:44811", "issue:42490|issue:43257", - "issue:43643|issue:45759", "issue:43257|issue:43696", - "issue:43329|issue:45600", - "issue:45859|issue:47050", "issue:43526|issue:44554", "issue:38175|issue:44610", - "issue:45200|issue:47254", - "issue:42915|issue:44821", + "issue:43643|issue:45759", + "issue:45084|issue:45538", + "issue:43329|issue:45600", "issue:43262|issue:44811", - "issue:39692|issue:44912", - "issue:43329|issue:44479", - "issue:42915|issue:43742", - "issue:44291|issue:45042", - "issue:43329|issue:43450", - "issue:43257|issue:43931", - "issue:34567|issue:40990", - "issue:44387|issue:44617", - "issue:29159|issue:34567", - "issue:44912|issue:47145", - "issue:45459|issue:45803", - "issue:44987|issue:45538", - "issue:45081|issue:47020", - "issue:43525|issue:46291", - "issue:43425|issue:46291", - "issue:46421|issue:46424" + "issue:45859|issue:47050" ], - "prepared_review_unit_hash": "a21ea75879c51bb41014faf86b5823b20f74ba4cd657f49a991794f44ad4b3e0", + "prepared_review_unit_hash": "48e62ebc1878f35e2f68d4a170008ab07fb5150c410c86ec6f693d8252954937", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35744, - "estimated_input_tokens": 8936, - "estimated_eval_tokens": 18128 + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated issue reports; the only plausible duplicate subgroup is the Qwen video-regression thread around multimodal token counting. No PRs are present.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43329 is the strongest anchor for the only near-duplicate subgroup: it states a concrete root cause in the video multimodal-token code path and lines up with the later Qwen video regression report.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 43329 is the most actionable and specific report in the set, with an explicit failing helper/variable in a concrete code path rather than a broad symptom.", - "best_pr_reason": null, + "summary": "All proposed soft matches are false positives: they share broad subsystem keywords, but each pair points to a different concrete bug, model, or code path.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the items are heterogeneous and do not form a true duplicate cluster.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No good representative issue: the set spans unrelated tokenizer, processor, training, quantization, and model-specific regressions.", + "best_pr_reason": "No PRs are present, so there is no best PR candidate.", "soft_edge_verdicts": [ { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Same broad area (model loading/generation) but different models and different failure modes; not the same bug." + "reason": "Different failures: storage lookup for float8 tensors vs PIL image processor dependency handling." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43262", + "right": "issue:47217", "accept": false, - "reason": "PEFT checkpoint loading vs Whisper decode option handling are unrelated code paths." + "reason": "Different multimodal bugs: audio chat-template sampling rate vs VL image-placeholder handling." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Local-path import warning and Qwen3 MoE weight conversion are different loading issues." + "reason": "Both involve mistral_common, but one is a missing import for Gemma 4 loading and the other is continue_final_message logic for tokenizers." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Both involve config loading, but one is missing fields with trust_remote_code and the other is unwrap_text_config behavior for composite multimodal configs." + "reason": "Unrelated code paths: Apple Silicon allocator warmup TypeError vs CUDA AMP loss crash." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Qwen3 MoE conversion failure and GPT-oss OOM are unrelated." + "reason": "ImportError for GenerationMixin is a packaging/import issue, while the other is Jupyter custom-model initialization in v5." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Video-token helper bug vs stale auto_mappings reference; different subsystems and fixes." + "reason": "Different model/runtime problems: torch.compile+SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." }, { - "left": "issue:45859", - "right": "issue:47050", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "CPU-offload incompatibility in Qwen3_5Moe rotary embedding is unrelated to Canine ONNX dtype mismatch." + "reason": "Different failures: missing GenerationMixin import vs Trainer compute_loss signature mismatch." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Beit label reduction bug and MPS attention correctness issue are different components." + "reason": "Different training bugs: Zero3/non-pretrained Bert index error vs evaluate() failing after train()." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Different vision models and different symptoms; not the same underlying bug." + "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL backend torchvision dependency regression." }, { - "left": "issue:45200", - "right": "issue:47254", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Gemma token-type defaulting and PEFT/DeepSpeed checkpointing failure are unrelated." + "reason": "Both mention tied-weights warnings, but they affect different Qwen variants and arise from different warning logic." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Qwen3 FP8 load failure and AutoImageProcessor URL loading are unrelated." + "reason": "Different bugs: MOE weight conversion under accelerate+deepspeed vs undefined variables in multimodal token counting video path." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Audio chat-template sampling-rate default and Whisper batch_decode skip_special_tokens are separate processor bugs." + "reason": "Different vision issues: BeitImageProcessorFast label reduction vs RTDetrV2 output differences in v5." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Doc/example errors and MXFP4 fallback behavior are different issues." + "reason": "Unrelated dependency problems: torch extra omitting tensorflow vs kernels v0.15 import-time version/revision requirement." }, { - "left": "issue:43329", - "right": "issue:44479", - "accept": true, - "reason": "Both point to the same Qwen video-input regression; 43329 identifies the concrete helper failure in the video token-counting path, which plausibly underlies the broader v5.3.0 regression." + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor loading errors, but they involve different classes, attributes, and failure points." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Different models and failures: FineGrainedFP8Config vs a MobileLLM key error." + "reason": "gguf_file handling in from_pretrained is a different path from the est-roberta tokenizer loading regression." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "init_empty_weights API mismatch and PIL backend torchvision dependency are unrelated." + "reason": "Completely different topics: reproduction of another issue vs FP8 inference failure on B200." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Both are video-related, but one is a token-counting helper crash and the other is a batched-shape bug in video processors." + "reason": "Different model bugs: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs after save/load." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Qwen3 MoE conversion failure and Qwen3-VL weight-shape mismatch are different load-time problems." + "reason": "Different model-specific generation/load issues: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "TrainerState token-count tracking and GPT-oss perplexity are unrelated." + "reason": "Different processor behaviors: local PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Int4 quantization memory regression and Sam3Video OOM are not the same bug." + "reason": "Different issues: local-path trailing slash import warning vs Qwen3 MOE weight conversion." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Tokenizer inconsistency and TrainerState token tracking are unrelated." + "reason": "Different problems: deepspeed/accelerate conversion bug vs CUDA out-of-memory on GPT-oss-20b." }, { - "left": "issue:44912", - "right": "issue:47145", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Both are quantization/load bugs, but for different formats and failures; not one concrete bug." + "reason": "Different subsystems and bugs: image label reduction vs MPS attention correctness." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Both mention hidden errors from exception handling, but they are different functions and different trigger conditions." + "reason": "Different model regressions: unexpected zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Loading failure for a specific model and CLIPTokenizer max_length default are unrelated." + "reason": "Both involve config loading, but one loses fields with trust_remote_code while the other fails to unwrap text_config for composite multimodal configs." }, { - "left": "issue:45081", - "right": "issue:47020", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Mistral regex patch crash and XLMRoberta Unigram init bug are different tokenizer code paths." + "reason": "Different code paths: template compilation TypeError vs CLIPTokenizer max length bug." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Llama4Config pad_token_id bug and kernels dependency/version requirement are unrelated." + "reason": "Undefined video-branch variables are unrelated to stale auto_mappings references to removed configs." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Torch version incompatibility and kernels package import requirements are not the same issue." + "reason": "Different processor behaviors: audio chat-template sample rate vs Whisper decoding skip_special_tokens." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:45859", + "right": "issue:47050", "accept": false, - "reason": "Both involve cache behavior, but one is recompilation from lazy init and the other is max_cache_length handling; different fixes." + "reason": "Different runtime failures: CPU offload incompatibility in Qwen rotary embedding vs fp16 ONNX dtype mismatch in CanineModel." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The summary stays conservative, correctly notes that the packet contains only issues and no PRs, and the lone accepted soft pair (43329/44479) is plausibly the same Qwen video-regression bug. The other soft-edge refusals are appropriately cautious rather than overstated." - }, - "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 }, @@ -7091,296 +7076,281 @@ "component_index": 1, "component_count": 27, "review_unit_index": 23, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ - "issue:24643", - "issue:27957", "issue:28282", - "issue:29127", "issue:29159", "issue:29870", "issue:33357", "issue:34567", "issue:34689", - "issue:39379", - "issue:42175", + "issue:39692", + "issue:40990", "issue:42915", + "issue:43257", + "issue:43329", "issue:43404", - "issue:43452", + "issue:43425", + "issue:43450", "issue:43454", + "issue:43525", "issue:43540", "issue:43577", - "issue:43582", "issue:43650", - "issue:43697", "issue:43742", "issue:43749", - "issue:43824", "issue:43906", - "issue:44062", + "issue:43931", "issue:44291", + "issue:44387", "issue:44479", - "issue:44554", "issue:44568", + "issue:44589", + "issue:44617", "issue:44756", "issue:44821", - "issue:44857", - "issue:44936", - "issue:44991", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", "issue:45127", - "issue:45137", "issue:45356", - "issue:45357", - "issue:45405", - "issue:45488", + "issue:45459", "issue:45538", - "issue:45859", - "issue:46693", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", "issue:46701", - "issue:46821", - "issue:46832", - "issue:46869", - "issue:47254" + "issue:47020", + "issue:47145", + "issue:47333" ], "soft_pairs": [ - "issue:28282|issue:29870", + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:42915|issue:44821", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:44589|issue:47333", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:45081|issue:47020", + "issue:44987|issue:45538", + "issue:46421|issue:46424", "issue:43650|issue:43906", + "issue:43525|issue:46291", + "issue:43425|issue:46291", + "issue:28282|issue:29870", + "issue:43540|issue:46701", "issue:43749|issue:44756", - "issue:45859|issue:47254", "issue:28282|issue:34689", - "issue:43540|issue:46701", - "issue:33357|issue:34567", "issue:44568|issue:45356", "issue:43454|issue:43577", - "issue:42175|issue:43824", - "issue:43404|issue:45127", - "issue:43742|issue:44291", - "issue:44936|issue:46821", - "issue:43697|issue:45357", - "issue:45137|issue:45405", - "issue:28282|issue:29127", - "issue:39379|issue:44554", - "issue:44479|issue:46693", - "issue:42915|issue:45538", - "issue:44291|issue:44821", - "issue:44857|issue:46832", - "issue:43582|issue:47254", - "issue:45538|issue:46869", - "issue:44062|issue:44991", - "issue:24643|issue:29159", - "issue:42915|issue:43749", - "issue:27957|issue:28282", - "issue:44568|issue:45488", - "issue:43452|issue:43582" + "issue:33357|issue:34567", + "issue:43404|issue:45127" ], - "prepared_review_unit_hash": "503633cc6cb59a1ab4544933ce56e7b87545d4a9a802bc3378ce09ec674196d9", + "prepared_review_unit_hash": "a26a2a21fe7b874d053f7fd87cf4a973ade5ce2ca79355da15413930e21f1382", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36414, - "estimated_input_tokens": 9104, - "estimated_eval_tokens": 18464 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35404, + "estimated_input_tokens": 8851, + "estimated_eval_tokens": 17958 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of distinct Transformers bug reports across tokenizers, model loading, training, multimodal models, and device-specific regressions. None of the soft-edge pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43749 is the closest anchor because it has the strongest cross-reference activity and a broad runtime impact, but the cluster is still heterogeneous rather than a true duplicate set.", + "summary": "The cluster is very heterogeneous: most pairs only share broad subsystem keywords (tokenizers, video, quantization, loading) rather than the same concrete bug. No PRs are present, and I found no soft-edge pair that is convincing enough to merge.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43329 is the most concrete, code-path-specific report in the set: it names a failing helper/branch in shared multimodal video token counting and is a better anchor than the broader regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the best single representative: it is highly discussed, has inbound references, and concerns a widely impactful training/runtime path, making it more central than the other niche reports.", + "best_issue_reason": "issue:43329 is the best overall issue to keep as the representative duplicate target because it is precise, actionable, and tied to a specific shared code path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Both are runtime errors, but one is an AutoModel PyTorch import failure and the other is a BART generation variable bug; different code paths and fixes." + "reason": "Docs-example errors for SigLIP2 vs a Git-Oss MXFP4 loading fallback; different models and failure modes." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Unrelated issues: one is a vague data request, the other is a repro for a previously filed bug." + "reason": "Both involve video paths, but one is an undefined-helper bug in multimodal token counting and the other is a model-family/version regression; not clearly the same concrete defect." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Different failures: FSDP CPU RAM efficient loading vs mmap/OOM on Strix Halo; same broad memory area but not the same bug." + "reason": "FineGrainedFP8 loading failure vs AutoImageProcessor-from-URL failure; unrelated code paths." }, { - "left": "issue:45859", - "right": "issue:47254", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Both mention advanced training/runtime features, but one is a CPU offload rotary embedding issue and the other is a PEFT+DeepSpeed checkpointing error." + "reason": "Video token-counting bug vs batched video-processor shape bug; different layers of the pipeline." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Different loading errors with different models and failure modes; not the same underlying regression." + "reason": "Different model-loading failures with no clear shared mechanism." }, { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Both involve multimodal/video/image workflows, but the reported breakages are distinct and on different model families." + "reason": "init_empty_weights argument mismatch vs PIL processor torchvision requirement; unrelated bugs." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "One is a MacOS bus error with CLIP, the other is TrainerState token counting not updating; unrelated bugs." + "reason": "Trainer token counter update bug vs perplexity regression; no shared code path." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors (special tokens vs codec handling)." + "reason": "Qwen3 MOE conversion/deepspeed issue vs Qwen3-VL weight-shape mismatch; both are loading problems but not the same bug." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "One is bad lm_head weight tying in Mistral3, the other is dtype not propagating in BLIP2; different model internals." + "reason": "Both mention OOM, but the causes and affected paths are different." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Package/backend dependency issue versus an import error for a specific model class; not the same defect." + "reason": "Tokenizer inconsistency vs TrainerState token accounting; unrelated subsystems." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:44589", + "right": "issue:47333", "accept": false, - "reason": "Both concern tied weights, but one is Mistral3 lm_head tying and the other is LoRA merge with extended vocab collapse; distinct bugs." + "reason": "FP8 storage lookup failure vs disk-offloaded save failure; different mechanisms." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:44912", + "right": "issue:47145", "accept": false, - "reason": "One is a key error loading a model, the other is init_empty_weights failing on an unexpected argument; different loading paths." + "reason": "Both are quantization-related, but MXFP4 fallback and missing weight_scale are distinct bugs." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Trainer evaluate-after-train behavior is unrelated to a TimesFM window_size AttributeError." + "reason": "Both complain about overly broad exception handling, but in different modules and with different concrete failures." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:45081", + "right": "issue:47020", "accept": false, - "reason": "Different regression surfaces: RT-DETR output differences vs Qwen3.5 save_pretrained visual encoder key handling." + "reason": "Mistral regex patch crash vs XLMRoberta Unigram initialization type error; unrelated." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "DeepSpeed ZeRO-3 deque error is unrelated to the PEFT version bump / unreleased dependency issue." + "reason": "Model loading regression vs tokenizer max_length default bug; not the same issue." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "ImportError for missing PyTorch vs LayoutLMv3 error message clarity; unrelated problems." + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is cache-length configuration handling." }, { - "left": "issue:39379", - "right": "issue:44554", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Both are model correctness bugs, but one is MLLama mask handling and the other is an MPS attention correctness issue; different code paths." + "reason": "A nonspecific placeholder issue vs a reproduction of another issue; not duplicates." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "Both mention video/FA2 regressions, but one is a specific v5.3.0 video-input regression and the other is a long-context performance regression after 5.2.0." + "reason": "Missing pad_token_id on Llama4Config vs kernels package version requirement on pipeline import." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "Different issues: FP8 config failure for Qwen3MoE vs CLIPTokenizer max-length misconfiguration." + "reason": "Torch version incompatibility vs kernels import requirement; different dependency issues." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:28282", + "right": "issue:29870", "accept": false, - "reason": "Unexpected constructor argument when using init_empty_weights is unrelated to loading AutoImageProcessor from URL." + "reason": "Missing PyTorch import error vs Bart generate decoder-mask bug; unrelated." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Both are detection-model runtime problems, but one is an AMP loss crash and the other is a feature-level mismatch TypeError." + "reason": "Both touch multimodal/video flows, but Qwen3OmniMoe video input failure and DiffusionGemma pipeline failure are different code paths." }, { - "left": "issue:43582", - "right": "issue:47254", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError is unrelated to a PEFT/DeepSpeed checkpointing error." + "reason": "FSDP CPU-RAM-efficient loading bug vs mmap OOM on Strix Halo; different root causes." }, { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "CLIPTokenizer model_max_length bug is unrelated to YOLO multi-GPU device-map auto failure." + "reason": "PyTorch missing import vs Llama 3.2 Vision model-loading regression; unrelated." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "AddedToken special-argument duplication and tokenizer loading for a specific model are different tokenizer bugs." + "reason": "Special-token handling regression vs Kimi tokenizer codec/regression warning; distinct tokenizer issues." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "DeepSpeed weight dimensionality error is unrelated to tokenizer slow/fast inconsistency." + "reason": "Weight-tying bug in AyaVision vs dtype propagation bug in BLIP2; different model-loading problems." }, { - "left": "issue:42915", - "right": "issue:43749", - "accept": false, - "reason": "Qwen3MoE FineGrainedFP8Config failure and FSDP CPU RAM efficient loading are separate training/runtime failures." - }, - { - "left": "issue:27957", - "right": "issue:28282", - "accept": false, - "reason": "XLMRoberta with Flash Attention 2 and missing-PyTorch import error are unrelated." - }, - { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and behaviors; not mergeable as one fix." + "reason": "MacOS CLIP bus error vs TrainerState token counter update; unrelated." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "gguf_file loading breakage is unrelated to an Apple Silicon allocator TypeError." + "reason": "Both involve tied embeddings, but one is a missing lm_head tie in Mistral3 and the other is LoRA merge with extended vocab; not the same concrete bug." } ] }, @@ -7396,288 +7366,309 @@ "component_index": 1, "component_count": 27, "review_unit_index": 24, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:24643", - "issue:29870", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", "issue:34567", "issue:36331", - "issue:38175", + "issue:39379", "issue:41720", "issue:42175", - "issue:43257", + "issue:42915", + "issue:43452", "issue:43531", "issue:43540", "issue:43577", - "issue:43716", + "issue:43582", + "issue:43697", "issue:43742", - "issue:43756", - "issue:43906", + "issue:43749", + "issue:43824", "issue:44062", + "issue:44291", "issue:44479", "issue:44488", + "issue:44554", "issue:44560", "issue:44568", "issue:44589", - "issue:44737", - "issue:44792", "issue:44821", - "issue:44849", - "issue:44898", - "issue:44964", + "issue:44857", + "issue:44936", "issue:44987", - "issue:45042", - "issue:45072", + "issue:44991", "issue:45081", - "issue:45325", + "issue:45137", + "issue:45357", "issue:45381", "issue:45405", - "issue:45600", - "issue:45672", - "issue:45674", - "issue:45701", - "issue:45823", + "issue:45488", + "issue:45538", "issue:45907", - "issue:46399", - "issue:46463", - "issue:46491", "issue:46512", "issue:46693", - "issue:46701", - "issue:47276" + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" ], "soft_pairs": [ + "issue:43697|issue:45357", + "issue:44936|issue:46821", + "issue:42175|issue:43824", + "issue:39379|issue:44554", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:44479|issue:46693", + "issue:45137|issue:45405", + "issue:44857|issue:46832", + "issue:44589|issue:47332", + "issue:44291|issue:44821", + "issue:43582|issue:47254", + "issue:42915|issue:45538", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:42915|issue:43749", + "issue:44568|issue:45488", + "issue:45538|issue:46869", + "issue:27957|issue:28282", + "issue:43452|issue:43582", "issue:43540|issue:44560", - "issue:43531|issue:44821", "issue:41720|issue:43540", - "issue:42175|issue:44488", "issue:43540|issue:44479", "issue:34567|issue:36331", + "issue:44987|issue:45907", + "issue:43531|issue:44821", "issue:44479|issue:45381", - "issue:44062|issue:45081", + "issue:42175|issue:44488", "issue:43577|issue:46512", - "issue:44987|issue:45907", - "issue:45042|issue:45081", - "issue:38175|issue:44898", - "issue:44849|issue:45701", - "issue:44792|issue:44964", - "issue:43742|issue:44589", - "issue:43257|issue:43756", - "issue:43756|issue:45325", - "issue:43756|issue:46399", - "issue:43716|issue:46701", - "issue:46463|issue:47276", - "issue:44737|issue:46463", - "issue:45672|issue:45674", - "issue:45823|issue:46463", - "issue:45405|issue:45600", - "issue:43906|issue:46693", - "issue:44568|issue:46491", - "issue:24643|issue:29870", - "issue:43577|issue:45072" + "issue:44062|issue:45081" ], - "prepared_review_unit_hash": "7563669be64d5f5cecd60bb73fe9ce5e468a86adc264b54d50181bb138a97c3c", + "prepared_review_unit_hash": "5e86475e7fae16852cf828d66543ac0135f17b82c8026ca2a13f1b865fe84d4e", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35717, - "estimated_input_tokens": 8930, - "estimated_eval_tokens": 18116 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated Transformers bugs across model loading, dtype, tokenization, and video-processing regressions. Only the Qwen2.5-VL/Qwen video-position regression pair looks like a true duplicate relationship; the rest are not the same underlying bug.", - "confidence": 0.38, - "canonical_issue_reason": "Issue 44479 is the broadest, most representative bug in the only clearly related subcluster: a v5.3.0 Qwen video-input regression spanning multiple Qwen VL variants, including the more specific Qwen2.5-VL report.", + "summary": "This cluster is mostly false-positive similarity across unrelated issues. The only clear duplicate-like pair is the Qwen2.5-VL video-input regression: issue 44479 is the broader umbrella, and 45381 appears to be the same bug manifested as wrong `vision_position_ids` handling.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the broadest and most representative report of the shared Qwen video-input regression, covering qwen2_5_vl and related Qwen video models rather than a single narrow symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest overall issue candidate because it has the clearest concrete regression description, broad impact across related Qwen models, and directly subsumes the accepted soft duplicate.", + "best_issue_reason": "issue:44479 best represents the cluster because it describes the common regression at the highest level and is the likely umbrella for the more specific qwen2.5-vl report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Both are Qwen video-input failures, but they involve different models and different failure modes (ValueError vs StopIteration), so they do not look like the same code-path bug." + "reason": "Different models and different failure modes: RTDetr output mismatch vs Qwen3.5 save_pretrained key regression." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and loading AutoImageProcessor from URL are unrelated subsystems and symptoms." + "reason": "Both are training-related, but one is a trainer lifecycle failure and the other is a TimesFM `window_size` attribute error." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Auto device-mapping CUDA assert and video-input processing error are distinct bugs with no shared concrete fix path." + "reason": "Unrelated: backend installation packaging vs a missing Qwen2.5-VL class import." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "Packaging/back-end inclusion in pip install and a model-loading failure for cjvt/sleng-bert are different issues." + "reason": "Different subsystems and bugs: LayoutLMv3 mask handling vs MPS attention correctness." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Both mention Qwen video handling, but 44479 is a broader v5.3.0 regression across multiple models, while 43540 is a Qwen3OmniMoe-specific processing error; not the same concrete bug." + "reason": "ImportError for missing PyTorch backend is unrelated to a LayoutLMv3 error-message clarity issue." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Trainer token-count tracking and a custom compute_loss signature regression are unrelated trainer issues." + "reason": "Different load-time problems: missing key for MobileLLM vs `init_empty_weights` unexpected `_is_hf_initialized` argument." }, { "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "These describe the same Qwen2.5-VL video-position regression in v5.3.0; 45381 is the narrower manifestation of the broader bug in 44479." + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is a video-input bug and the other is a long-context FA2 performance regression." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Tokenizer AddedToken argument duplication and a Mistral regex patch crash are different tokenizer code paths and error types." + "reason": "DeepSpeed ZeRO-3 deque error is unrelated to the PEFT version bump complaint." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "Both concern dtype state during loading, but one is about BLIP2/QFormer staying float32 and the other about stale model.config.dtype after from_config; different code paths and fixes." + "reason": "Both concern detection models, but the crashes are different and not the same code-path bug." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:44589", + "right": "issue:47332", "accept": false, - "reason": "Model load regression for physical-intelligence/fast and list_repo_files not forwarding revision are unrelated repository/API bugs." + "reason": "Float8 storage lookup failure is unrelated to disk-offload save behavior." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "An image-processor torchvision dependency regression and a tokenizer regex AttributeError are not the same bug." + "reason": "Unexpected init argument vs image-processor-from-URL loading are different issues." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43582", + "right": "issue:47254", "accept": false, - "reason": "Different models and symptoms: unexpected zero probabilities in SigLIP2 versus Perceiver failing on non-default resolution." + "reason": "Apple Silicon allocator TypeError is unrelated to PEFT + ZeRO-3 checkpointing failure." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "A Qwen3.5 hidden-states bug and a tokenizer-version behavior change are not the same underlying issue." + "reason": "Qwen3MoE FP8 config failure is unrelated to CLIPTokenizer max-length behavior." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Janus image-generation test failure and Phi-4 multimodal model loading are separate multimodal regressions." + "reason": "Both involve tokenizer loading, but the reported errors and affected models are too different to treat as the same bug." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "MobileLLM key loading error and Float8 storage lookup failure are different model-loading problems." + "reason": "DeepSpeed training RuntimeError is unrelated to tokenizer slow/fast inconsistency." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and Smollm3 RoPE-layer dropping are unrelated model-initialization issues." + "reason": "Different problems: Qwen3MoE FP8 config vs FSDP CPU RAM efficient loading." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Both touch RoPE concepts, but they are different models and different logic (layer dropping vs position-id scaling)." + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is LlamaTokenizer pre-tokenizer override; not the same concrete bug." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "Smollm3 RoPE-layer configuration and Qwen3.5 kernel registration are unrelated." + "reason": "CLIPTokenizer max_length bug is unrelated to YOLO device-map failure." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Mistral-3 dtype mismatch and DiffusionGemma pipeline failure are different code paths and model families." + "reason": "Flash Attention 2 on XLMRoberta is unrelated to missing PyTorch import detection." }, { - "left": "issue:46463", - "right": "issue:47276", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "T5 decoder-input validation messaging and a synced_gpus warning message are not duplicate bugs." + "reason": "GGUF loader breakage is unrelated to the Apple Silicon allocator TypeError." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "XLNet CPU device placement for relative positions and T5 decoder validation messaging are unrelated." + "reason": "Both are video-related Qwen issues, but the models and failure modes differ; not enough evidence of one underlying bug." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Both are quantization/inference regressions, but one is a uint8 torch.finfo crash in Gemma4 audio modules and the other is a skip-modules exclusion bug in BitsAndBytesConfig; different fixes." + "reason": "Auto device-mapping cudaErrorAssert is unrelated to Qwen3OmniMoe video-processing failure." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Gemma4 device mismatch with auto device_map and a T5 validation-message issue are unrelated." + "reason": "Both mention Qwen video inputs, but 43540 is a different model and a different error path from the v5.3.0 regression cluster." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "An isolated reproduction issue and a FA2 long-context performance regression do not describe the same bug." + "reason": "Trainer token-count tracking and custom compute_loss signature mismatch are distinct trainer API issues." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "mDeBERTa special-token insertion regression and CodeLlama leading-space round-trip regression are different tokenizer bugs." + "reason": "Model loading regression for `physical-intelligence/fast` is unrelated to `list_repo_files` forwarding `revision`." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL video-input regression: 45381's wrong `vision_position_ids` looks like the concrete symptom behind the broader v5.3.0 video failure in 44479." + }, + { + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "DeepSpeed training weight-shape error and BART generate() decoder_attention_mask scope error are unrelated." + "reason": "Package backend installation issue is unrelated to a specific model load failure." }, { "left": "issue:43577", - "right": "issue:45072", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is Blip2/qformer loading and the other is `from_config` leaving `config.dtype` stale; different bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Both are dtype-related, but they affect different models and different symptoms; they are not the same concrete bug." + "reason": "Different tokenizer failures: duplicate `special` kwarg vs `_patch_mistral_regex` missing `backend_tokenizer`." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The summary stays conservative and matches the packet: most pairs are clearly different issues by model/subsystem/symptom, and the 44479\u201345381 Qwen2.5-VL video-position regression link is the only pair that looks like a true duplicate based on the titles. No soft-edge verdict appears overstated." + "feedback": "The cluster summary is grounded in the packet: issue 44479 is clearly the broad Qwen video-input regression umbrella, and 45381 is the most plausible related duplicate/specific manifestation from the title alone. The other soft-edge verdicts are conservative and do not overclaim beyond the evidence available in the packet." }, "evaluator_used": true, "retried": false, @@ -7690,262 +7681,525 @@ "component_index": 1, "component_count": 27, "review_unit_index": 25, - "review_unit_count": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ + "issue:24643", "issue:28282", + "issue:29870", "issue:32090", "issue:38175", "issue:41762", - "issue:43295", + "issue:42796", + "issue:42915", + "issue:43257", "issue:43452", - "issue:43531", "issue:43540", - "issue:43643", - "issue:43653", - "issue:43688", - "issue:43697", - "issue:43720", + "issue:43577", + "issue:43716", "issue:43742", - "issue:43749", + "issue:43756", "issue:43906", - "issue:43994", - "issue:44361", - "issue:44442", "issue:44466", "issue:44488", - "issue:44493", + "issue:44568", + "issue:44589", "issue:44625", "issue:44737", - "issue:44821", - "issue:44843", + "issue:44792", + "issue:44849", "issue:44877", "issue:44898", - "issue:44913", "issue:44936", - "issue:44991", + "issue:44964", "issue:45005", - "issue:45216", - "issue:45357", - "issue:45375", - "issue:45588", - "issue:45663", - "issue:45920", - "issue:46050", - "issue:46121", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:46399", "issue:46463", - "issue:46468", + "issue:46491", "issue:46693", - "issue:46821", - "issue:46829", - "issue:46846", - "issue:46899" + "issue:46701", + "issue:46899", + "issue:47276", + "issue:47332", + "issue:47333" ], "soft_pairs": [ + "issue:44849|issue:45701", + "issue:38175|issue:44898", + "issue:42915|issue:47332", + "issue:45042|issue:45081", + "issue:44792|issue:44964", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43756|issue:45325", + "issue:43742|issue:47333", + "issue:43756|issue:46399", + "issue:43716|issue:46701", + "issue:45672|issue:45674", + "issue:46463|issue:47276", + "issue:44737|issue:46463", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:24643|issue:29870", "issue:44625|issue:44877", "issue:43540|issue:46693", "issue:43452|issue:44488", + "issue:43742|issue:47332", "issue:28282|issue:32090", - "issue:43906|issue:46468", + "issue:42796|issue:43906", "issue:46463|issue:46899", "issue:44466|issue:45005", - "issue:41762|issue:44936", - "issue:45663|issue:46846", - "issue:44913|issue:46121", - "issue:43452|issue:44843", - "issue:43697|issue:46829", - "issue:44737|issue:45588", - "issue:43697|issue:45216", - "issue:43720|issue:44898", - "issue:45357|issue:45920", - "issue:44493|issue:46050", - "issue:43653|issue:44361", - "issue:44361|issue:44442", - "issue:38175|issue:43295", - "issue:43688|issue:43749", - "issue:43643|issue:45375", - "issue:43531|issue:43742", - "issue:43994|issue:44898", - "issue:44821|issue:46821", - "issue:44843|issue:44991" + "issue:41762|issue:44936" ], - "prepared_review_unit_hash": "5a3a144d6d27614630e9728a03edbc74e12fe5c77d81ab270a9e468a014c4e6d", + "prepared_review_unit_hash": "064537e982fa406a00e4df75c3c41d309a41f58f1aa30281e3a022486b67c363", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35203, - "estimated_input_tokens": 8801, - "estimated_eval_tokens": 17858 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36684, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous grab bag of Transformers regressions around tokenizers, configs, loading, and model-specific edge cases. The soft pairs share broad subsystem similarity but not the same concrete bug or code path, so none should be merged as duplicates.", - "confidence": 0.31, - "canonical_issue_reason": "Issue 45920 is the broadest cross-model regression here and best represents the cluster\u2019s recurring core theme: AutoTokenizer/model-loading behavior breaking across multiple architectures in v5.", + "summary": "The cluster is mostly unrelated issue reports that only share broad subsystem or symptom similarity. I found one plausible duplicate pair around v5 tied-weights serialization; the rest should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44466 is the most concrete, versioned repro for the tied-weights regression and cleanly anchors the broader v5 report in issue:45005.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the strongest single issue to anchor triage because it is user-visible, spans several models, and points to a core regression rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:44466 has the clearest standalone bug description and reproduction context, making it the strongest canonical issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-state behavior vs a tokenizer/version regression." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model failures, but the models and failure modes are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "Different offloading/quantization problems: FP8 config failure vs save-on-disk-offloaded-model failure." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated areas: image processor dependency handling vs Mistral regex patch crash." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and different failure points." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are load-time errors, but the specific root causes do not match." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer count are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different rotary-position bugs in different model families." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "Different model-loading vs disk-offloading save issue." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen/Smollm model internals and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipelines and different dtype/processing problems." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but one is Gemma4 uint8 dtype handling and the other is BitsAndBytes skip-module behavior." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "An error-message issue for T5 is not the same as a warning-message issue in continuous batching." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug is unrelated to T5 decoder validation messaging." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch is a different forward-pass bug." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump issue and auto-mappings CI break are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction of another issue is not the same as a performance regression in FA2 generation." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions with different models and different behaviors." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but the affected models and code paths differ enough that this is not clearly the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error and Bart generate() unbound variable are unrelated." + }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both involve config handling, but one is Qwen3.5 num_labels propagation and the other is strict loading for granite_speech; different model families and different failure modes." + "reason": "Config propagation bug vs strict-config loading failure; different causes." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "One is a Qwen3OmniMoe video-input ValueError; the other is a performance regression in FA2 long-context generation. Same broad area, not the same bug." + "reason": "Video-input ValueError and FA2 long-context performance regression are unrelated." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but 43452 is about gguf_file paths for tokenizer/model loading while 44488 is a specific model load regression for cjvt/sleng-bert." + "reason": "Both are loading failures, but there is not enough evidence they share the same underlying bug." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Different model-loading error vs disk-offload save failure." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Unrelated failures: PyTorch missing ImportError for AutoModel versus Trainer/_gpu_broadcast_one NoneType broadcasting error." + "reason": "Missing PyTorch import and unsupported NoneType broadcast are different failure classes." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:42796", + "right": "issue:43906", "accept": false, - "reason": "One is an isolated reproduction of an older issue; the other is a broken Nemotron example. No clear shared defect or code path." + "reason": "Tokenizer BPE-marker handling and an isolated reproduction of another issue are not the same bug." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "T5 decoder-input validation messaging is unrelated to Gemma-4 multimodal 4-bit quantization dtype casting." + "reason": "Error-message wording for T5 is unrelated to Gemma4 multimodal 4-bit processing." }, { "left": "issue:44466", "right": "issue:45005", - "accept": false, - "reason": "Both mention tied weights, but 44466 is device-dependent lm_head serialization while 45005 concerns translation models in v5 more generally; not enough to treat as the same bug." + "accept": true, + "reason": "Both describe the same v5 tied-weights regression affecting serialization/loading, with issue:44466 providing the more concrete repro." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3ForaConditionalGeneration ZeRO-3 loading IndexError is unrelated to trainer.evaluate() failing after train." - }, + "reason": "DeepSpeed ZeRO-3 load failure and post-train evaluate() failure are different trainer/model lifecycle issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge rejects. The only accepted pair, issue:44466 with issue:45005, is well supported by the v5 tied-weights serialization/loading titles and metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46402", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:47000", + "issue:47332" + ], + "soft_pairs": [ + "issue:45663|issue:46846", + "issue:44913|issue:46121", + "issue:43452|issue:44843", + "issue:43697|issue:46829", + "issue:44737|issue:45588", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:45357|issue:45920", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:43643|issue:45375", + "issue:43994|issue:44898", + "issue:44843|issue:44991", + "issue:44821|issue:46821", + "issue:40444|issue:44811", + "issue:44756|issue:47332", + "issue:29159|issue:33357", + "issue:45372|issue:46170", + "issue:43688|issue:45704", + "issue:44857|issue:47000", + "issue:43525|issue:46701", + "issue:43295|issue:45356", + "issue:43756|issue:46402", + "issue:43688|issue:45701", + "issue:43646|issue:43749" + ], + "prepared_review_unit_hash": "716ebc9c6b75feb6db9103a38f8232e85be42204850a713dda9f23aa08bbf5d5", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36384, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated Transformers issues that only share broad subsystem vocabulary (tokenizers, loading, vision, configuration). None of the listed soft pairs look like the same underlying bug or change, so I rejected them all.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report here: a v5 tokenizer regression affecting multiple models and token IDs, which best matches the cluster\u2019s recurring tokenizer/loading theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest cluster representative because it describes a cross-model tokenizer regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Different Gemma-family issues with different parallelism paths: FSDP2 KeyError in attention versus tensor-parallel OOM/shape error from missing base_model_tp_plan entries." + "reason": "Different models and different failure modes: Gemma-4 FSDP2 key error vs Qwen3.5 TP plan omissions/OOM." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch rope/rotary config logic, but one is silent rotary_pct reset on reload and the other is a TypeError converting JSON-loaded ignore_keys_at_rope_validation." + "reason": "Both touch RoPE/config handling, but one is a reload-default bug and the other is a TypeError from JSON-loaded lists; not the same defect." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both involve from_pretrained flows, but 43452 is a gguf_file loading breakage while 44843 is an offline-mode regression in _patch_mistral_regex." + "reason": "Unrelated codepaths: gguf/pretrained loading breakage vs unconditional model_info() call in offline Mistral regex patching." }, { "left": "issue:43697", "right": "issue:46829", "accept": false, - "reason": "Different models and symptoms: RTDetrV2 output drift versus VideoPrism returning hidden_states incorrectly." + "reason": "Different models and symptoms: RT-DETR output drift vs VideoPrism output field mismatch." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU device placement bug is unrelated to flash_attention.py crashing on sink-less models with s_aux=None." + "reason": "XLNet CPU device bug and flash-attention s_aux None crash are unrelated." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "One is RTDetrV2 output differences in v5; the other is Qwen3.5 save_pretrained checkpoint corruption. Different code paths." + "reason": "RT-DETR inference drift is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are unrelated model-specific bugs." + "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are different model paths." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Qwen3.5 visual-encoder key serialization is a save_pretrained issue, while 45920 is a broad AutoTokenizer token-ID regression across several models." + "reason": "Qwen3.5 visual encoder key serialization is unrelated to tokenizer token-ID regression across models." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys during loading and sinq quantization save/load breakage are different mechanisms." + "reason": "Position-id key warnings and sinq quantization save/load breakage are different bugs." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MLukeTokenizer AttributeError are distinct tokenizer bugs." + "reason": "Both are tokenizer-related errors, but on different tokenizers and different root causes." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "Siglip2 zero-probability inference and processor.tokenizer regression are not the same underlying issue." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "SigLIP2 zero probabilities and processor.tokenizer regression are different multimodal issues with different failure points." + "reason": "Distinct tokenizer implementations and failures; no shared concrete code-path." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING." + "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are unrelated." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both are config-field issues, but one concerns AutoConfig trust_remote_code behavior and the other a specific Qwen3_5MoeVisionConfig field dropped by strict handling." + "reason": "Generic trust_remote_code field loss and a Qwen3_5MoeVisionConfig strict-field drop are different serialization problems." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M load KeyError are different bugs." + "reason": "Different vision models and symptoms; one is nonsensical SigLIP2 outputs, the other is Perceiver resize/interpolation failure." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Different image-model failures: nonsensical SigLIP2 outputs versus Perceiver interpolation failure." + "reason": "Offline regex patching bug and EMBEDDIA tokenizer loading regression are not the same code-path." }, { "left": "issue:44821", @@ -7954,10 +8208,64 @@ "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Multi-image iterable fine-tuning failure and Whisper batch_decode skip_special_tokens behavior are different issues." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Strix Halo mmap/OOM mitigation and disk-offloaded Qwen3-VL save failure are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Generic slow-vs-fast tokenizer inconsistency and a MacOS CLIP bus error are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "These titles point to different failures: Gemma 4 processor loading import issues vs Windows ROCm torch.distributed dependency problems." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different RT-DETR losses and different crash causes; not mergeable as one bug." + }, + { + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "Offline-mode model_info misuse in AutoTokenizer is not the same as tokenizer-loading failure for EMBEDDIA/est-roberta." + "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression with images and Kimi-K2.5 codec handling are different tokenizer bugs." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and Sam3Model text encoder weight loading are unrelated model bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP CPU RAM-efficient loading failure are not the same underlying problem." } ] }, @@ -7972,289 +8280,318 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 26, - "review_unit_count": 64, + "review_unit_index": 27, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ - "issue:29159", "issue:32090", - "issue:33357", "issue:33666", "issue:36010", "issue:36331", - "issue:40444", "issue:41720", "issue:42898", - "issue:43295", + "issue:43278", "issue:43452", - "issue:43525", + "issue:43504", + "issue:43550", "issue:43577", - "issue:43646", + "issue:43606", + "issue:43611", + "issue:43643", "issue:43653", "issue:43688", - "issue:43749", - "issue:43756", + "issue:43720", "issue:43761", + "issue:43782", "issue:43927", "issue:44464", "issue:44466", "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", "issue:44568", + "issue:44610", "issue:44625", + "issue:44704", + "issue:44734", "issue:44743", - "issue:44811", - "issue:44857", "issue:44977", - "issue:45356", - "issue:45372", + "issue:45405", "issue:45440", "issue:45542", - "issue:45701", - "issue:45704", "issue:46050", - "issue:46170", "issue:46178", - "issue:46402", "issue:46491", + "issue:46612", "issue:46693", - "issue:46701", "issue:46829", "issue:46832", + "issue:46846", "issue:46932", - "issue:47000", - "issue:47013" + "issue:47013", + "issue:47254", + "issue:47276" ], "soft_pairs": [ - "issue:40444|issue:44811", - "issue:29159|issue:33357", - "issue:45372|issue:46170", - "issue:44857|issue:47000", - "issue:43688|issue:45704", - "issue:43525|issue:46701", - "issue:43688|issue:45701", - "issue:43756|issue:46402", - "issue:45542|issue:46178", - "issue:43646|issue:43749", - "issue:43295|issue:45356", "issue:43653|issue:44568", - "issue:46832|issue:46932", + "issue:45542|issue:46178", "issue:43761|issue:46829", + "issue:46832|issue:46932", "issue:43653|issue:43927", "issue:43761|issue:47013", - "issue:33666|issue:36010", "issue:44464|issue:44743", + "issue:33666|issue:36010", "issue:44479|issue:44625", "issue:43452|issue:43577", "issue:42898|issue:46491", "issue:32090|issue:33666", "issue:44466|issue:46050", "issue:33666|issue:36331", + "issue:43688|issue:45440", "issue:41720|issue:44464", "issue:44977|issue:46693", + "issue:44484|issue:44704", + "issue:43504|issue:43550", "issue:44464|issue:44977", - "issue:43688|issue:45440" + "issue:43643|issue:44561", + "issue:44734|issue:46612", + "issue:45405|issue:47254", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:44625|issue:47276", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43611|issue:46846" ], - "prepared_review_unit_hash": "18ee89d287baa8c9c7b5d86feca34b8fb99694f07f4183bddeaca113c6b560c0", + "prepared_review_unit_hash": "c40c57d3d662b371238b218bea72e5f3133f39efe7738b1ae194763e943db299", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35841, - "estimated_input_tokens": 8961, - "estimated_eval_tokens": 18178 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37643, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs span unrelated tokenizer, training, model-loading, and vision issues. I would not merge any of the proposed soft pairs; the best canonical issue is the broad regression report about custom model initialization breaking in Transformers 5.0.0.", - "confidence": 0.71, - "canonical_issue_reason": "Issue #43646 is the broadest umbrella-style report in the set and best represents the general v5 regression theme; the other issues are mostly model-specific symptoms or unrelated subsystems.", + "summary": "This cluster is mostly a similarity bucket of unrelated issues across tokenization, loading, training, generation, and config/backend plumbing. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR target.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the candidates span many unrelated failure modes, so there is no clear duplicate anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#43646 is the most general, reusable representative of the cluster. It is not a duplicate of the others, but it is the best anchor for a noisy regression cluster.", + "best_issue_reason": "44568 is the closest thing to a broadly stated regression-style issue, but it still only covers one tokenizer-specific bug and does not represent the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:40444", - "right": "issue:44811", - "accept": false, - "reason": "Different areas: iterable multimodal training failure vs Whisper batch decoding behavior." - }, - { - "left": "issue:29159", - "right": "issue:33357", - "accept": false, - "reason": "Tokenizer consistency bug vs MacOS bus error in CLIP model loading; unrelated failure modes." - }, - { - "left": "issue:45372", - "right": "issue:46170", - "accept": false, - "reason": "Different import/dependency problems on different platforms and packages." - }, - { - "left": "issue:44857", - "right": "issue:47000", - "accept": false, - "reason": "Different detection losses and different runtime errors; not the same bug." - }, - { - "left": "issue:43688", - "right": "issue:45704", - "accept": false, - "reason": "Auxiliary-loss normalization bug vs apex RMSNorm memory leak; unrelated." - }, - { - "left": "issue:43525", - "right": "issue:46701", - "accept": false, - "reason": "Missing config field vs pipeline construction failure; no shared code-path." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "One is a specific loss-normalization bug, the other is a broad tokenization regression report." - }, - { - "left": "issue:43756", - "right": "issue:46402", - "accept": false, - "reason": "RoPE-layer bug in Smollm3 vs text-encoder weight loading in Sam3; different components." - }, - { - "left": "issue:45542", - "right": "issue:46178", - "accept": false, - "reason": "Both involve backend/runtime dependency handling, but the offending backends and symptoms differ." - }, - { - "left": "issue:43646", - "right": "issue:43749", - "accept": false, - "reason": "General custom-init regression vs FSDP CPU RAM-efficient loading; different code paths." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Processor/tokenizer regression vs Kimi tokenizer codec/reg-ex warning regression; not the same bug." - }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer special-token bugs affecting different models and behaviors." + "reason": "Both are tokenizer regressions, but one is BigBird special-token registration and the other is BOS/EOS insertion for mdeberta; different bugs." }, { - "left": "issue:46832", - "right": "issue:46932", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "RT-DETR forward shape issue vs Gemma4 quantized embedder dtype casting; unrelated." + "reason": "Both mention TF-related backend issues, but one is tensorboard-without-TensorFlow and the other is an unknown tensorflow_text backend mapping problem." }, { "left": "issue:43761", "right": "issue:46829", "accept": false, - "reason": "Both mention hidden_states, but one is missing hidden_states and the other misplaces the tensor in output." + "reason": "Different output bugs: hidden_states missing in CLIPVisionModel vs hidden_states mispackaged in VideoPrism classification output." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated model bugs." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "Tokenizer special-token registration bug vs config save/load losing custom token IDs." + "reason": "Tokenizer special-token registration vs DiaConfig losing custom token IDs after save/load; different layers and symptoms." }, { "left": "issue:43761", "right": "issue:47013", "accept": false, - "reason": "Different model families and different state/output handling bugs." + "reason": "CLIP hidden_states regression and xLSTM state-unpacking crash are unrelated code paths." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Multi-GPU training question vs GenerationMixin import failure; unrelated." + "reason": "Both involve generation/cache behavior, but compiled chunked generation and xLSTM recurrent-state reset are different bugs." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Compiled chunked generation inconsistency vs xLSTM recurrent-state reset; different mechanisms." + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated issues." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression in Qwen VL models vs num_labels propagation bug; unrelated." + "reason": "Video input regression and num_labels propagation are different Qwen3.5 problems." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "gguf_file loader breakage vs Blip2 dtype propagation bug; different loading paths." + "reason": "gguf_file loading failure and BLIP2 dtype staying float32 are separate from_pretrained vs dtype bugs." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "General cleanup-tokenization behavior change vs CodeLlama leading-space round-trip regression; not the same issue." + "reason": "Both are tokenizer-related, but one is a v5 clean_up_tokenization_spaces behavior change and the other is a CodeLlama leading-space round-trip regression." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast TypeError vs Qwen2-VL multi-GPU training issue; different error and subsystem." + "reason": "Trainer GPU broadcast NoneType and Qwen2-VL multi-GPU training are different multi-GPU failures." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Serialization inconsistency vs sinq quantization save/load breakage; different artifacts and bugs." + "reason": "Inconsistent lm_head serialization and sinq quantized save/load breakage are unrelated persistence bugs." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training problem vs custom compute_loss signature breakage; unrelated." + "reason": "Both touch training, but one is Qwen2-VL multi-GPU setup and the other is a CustomTrainer signature change." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux loss normalization and DeepseekV3MoE divergence are different model-math issues." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device mapping CUDA assert vs compiled forward chunked-generation inconsistency; not the same bug." + "reason": "cudaErrorAssert on auto device mapping is not the same as compiled chunked generation inconsistency." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Flash-attention generation bug vs performance regression with FA2; similar area but different concrete failures." + "reason": "Both involve generation and attention, but one is a Qwen3.5 correctness bug and the other is a long-context performance regression." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained sharding-size question and AutoProcessor cached_file kwargs handling are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba SDPA torch.compile failure are different model/runtime bugs." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Different generation bugs: compiled forward inconsistency vs flash-attention malfunction." + "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different code paths." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is v5 removal of is_torch_fx_available." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing and beam-search cache reorder skipping are both generation bugs, but not the same mechanism or fix." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "MIN_PEFT_VERSION bump and PEFT+ZeRO-3 checkpointing error are unrelated versioning vs runtime issues." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift and auxiliary-loss normalization are different numerical regressions." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit pretrained-load legacy field and BitNet packed-weight loading are separate loading failures." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load error and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Num_labels propagation and a synced_gpus warning message are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed weights during accelerate loading and DiaConfig token ID loss are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig token ID persistence are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet-Turbo processor size mismatch affect different models and code paths." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype handling and the MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "Aux-loss normalization bug vs DeepseekV3MoE divergence from remote implementation; different model logic." + "reason": "base_model_prefix loading regression and missing linear_attn entries in the Qwen3.5 TP plan are different problems." } ] }, @@ -8269,282 +8606,298 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 27, - "review_unit_count": 64, + "review_unit_index": 28, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:28218", "issue:33357", + "issue:33666", "issue:39692", + "issue:42796", "issue:43278", "issue:43295", + "issue:43334", "issue:43493", "issue:43504", "issue:43525", - "issue:43550", "issue:43572", - "issue:43577", "issue:43606", - "issue:43611", - "issue:43643", - "issue:43688", + "issue:43646", + "issue:43701", "issue:43720", - "issue:43782", + "issue:43824", "issue:43825", + "issue:43844", "issue:43927", "issue:43994", + "issue:44291", "issue:44361", - "issue:44484", + "issue:44466", "issue:44488", "issue:44514", "issue:44554", - "issue:44561", - "issue:44610", - "issue:44625", - "issue:44704", - "issue:44734", + "issue:44568", + "issue:44589", "issue:44843", "issue:44964", "issue:44977", "issue:45290", "issue:45405", "issue:45491", + "issue:45759", + "issue:45812", "issue:45823", "issue:46002", "issue:46050", "issue:46192", "issue:46209", "issue:46365", - "issue:46612", - "issue:46693", - "issue:46846", - "issue:47254", - "issue:47276" + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:47332" ], "soft_pairs": [ - "issue:43504|issue:43550", - "issue:44484|issue:44704", - "issue:45405|issue:47254", - "issue:43278|issue:43688", - "issue:43643|issue:44561", - "issue:43782|issue:46693", - "issue:44734|issue:46612", - "issue:43504|issue:43720", - "issue:44625|issue:47276", - "issue:43720|issue:43927", - "issue:43606|issue:43927", - "issue:43504|issue:44610", - "issue:43577|issue:44554", - "issue:43525|issue:43572", - "issue:43611|issue:46846", "issue:43720|issue:44361", + "issue:43525|issue:43572", "issue:44964|issue:45405", "issue:44514|issue:45290", "issue:43493|issue:43825", "issue:28218|issue:33357", + "issue:45491|issue:46002", "issue:45823|issue:46050", "issue:44977|issue:46209", - "issue:45491|issue:46002", "issue:44554|issue:46365", "issue:39692|issue:43295", + "issue:44488|issue:44843", "issue:43994|issue:46192", - "issue:44488|issue:44843" + "issue:42796|issue:44977", + "issue:45405|issue:47332", + "issue:43278|issue:43844", + "issue:43334|issue:45759", + "issue:43334|issue:43572", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:44568|issue:45812", + "issue:43493|issue:43844", + "issue:43927|issue:44361", + "issue:46209|issue:46710", + "issue:43572|issue:44291", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:46821|issue:46832" ], - "prepared_review_unit_hash": "2ae75c73369e51df70799bfc2660eca4b8a929a4dcdad500aedb98105ebc632a", + "prepared_review_unit_hash": "03f17dd6d7954575643e6848bd7048218a34457bbf4a9e5b26d6b196344faff7", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35310, - "estimated_input_tokens": 8828, - "estimated_eval_tokens": 17912 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36950, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are mostly false positives: these issues span unrelated models, processors, configs, generation paths, and runtime environments. I would not merge any of the proposed pairs.", - "confidence": 0.94, - "canonical_issue_reason": "There is no clear duplicate-centric canonical issue in this set; the closest thing to a standalone anchor is issue:46693 because it has the most discussion/inbound reference signal and a concrete, well-defined regression report.", + "summary": "This cluster is highly heterogeneous: most items are unrelated tokenizer, config, loading, training, or inference regressions that only share superficial transformer-v5-style symptoms. No soft pair looks like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "If forced to pick an anchor, issue 43646 is the broadest v5 regression report about model initialization, but the set is too mixed to have a true canonical duplicate issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the strongest standalone issue to keep as an anchor: it is specific, reproducible, and has the highest activity/reference signal among the candidates.", + "best_issue_reason": "Issue 43646 is the least-specific and most umbrella-like report in the group; it best fits as a loose representative, though it still should not be treated as a real duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Different models and failures: BEiT preset loading/legacy field vs Bamba torch.compile+SDPA behavior." + "reason": "Both are AttributeError/loading failures, but one is packed-weight handling during accelerate loading and the other is a tokenizer/tasks runtime failure." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Unrelated topics: save_pretrained shard size question vs AutoProcessor kwargs forwarding to cached_file." + "reason": "Both mention missing pad-token fields, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." }, { - "left": "issue:45405", - "right": "issue:47254", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "PEFT version pinning/release timing is unrelated to a PEFT+DeepSpeed checkpointing error." + "reason": "One is a Phi-4 multimodal model-load failure; the other is a dependency/version-floor problem for `MIN_PEFT_VERSION`." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Different bugs and code paths: BF16/FP32 dtype drift in evaluate vs auxiliary loss normalization in OLMoE/GPT Oss." + "reason": "Same API area, but one crashes on batched input with `padding=False` and the other on assistant tool-call messages with no content." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Both involve trust_remote_code, but the concrete failures differ: missing AutoConfig fields vs removal of is_torch_fx_available." + "reason": "SigLIP2 implementation discrepancy and an offline-mode hub lookup regression are unrelated code paths." }, { - "left": "issue:43782", - "right": "issue:46693", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Qwen3VL from_pretrained weight_only error is not the same as FA2 long-context performance regression." + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP are completely different failures." }, { - "left": "issue:44734", - "right": "issue:46612", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Both touch generation cache logic, but one is serve KV-continuation indexing and the other is beam-search reorder skipping for specific models." + "reason": "Both involve NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head NaNs after checkout/init." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Different loading problems for different architectures: BEiT legacy preset field vs BitNet packed-weight unpacking during accelerate loading." + "reason": "Gemma4 device-mismatch during forward and broken quantized save/load are distinct bugs." }, { - "left": "issue:44625", - "right": "issue:47276", + "left": "issue:44977", + "right": "issue:46209", "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to a misleading synced_gpus warning." + "reason": "Qwen flash-attention generation failure and FP8/B200 inference incompatibility are not the same underlying issue." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:44554", + "right": "issue:46365", "accept": false, - "reason": "BitNet packed-weight loading and DiaConfig custom token-id persistence are separate bugs." + "reason": "MPS attention correctness and a Trainer import/dependency conflict have no shared fix path." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig save/load token-id loss." + "reason": "Documentation example errors and a processor/tokenizer regression are unrelated." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Different subsystems and symptoms: model preset loading vs processor image-size mismatch." + "reason": "Model-load failure for `cjvt/sleng-bert` and an offline-mode `_patch_mistral_regex` regression are different problems." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Blip2 dtype loading issue is unrelated to an MPS attention correctness bug." + "reason": "Wrong SigLIP2 outputs and `return_tensors` being ignored are separate tokenizer/pipeline behaviors." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Both mention missing config fields after v5, but they are different attributes on different model configs and not the same concrete bug." + "reason": "Tokenizer BPE marker handling and flash-attention generation correctness are unrelated." }, { - "left": "issue:43611", - "right": "issue:46846", + "left": "issue:45405", + "right": "issue:47332", "accept": false, - "reason": "Base-model-prefix loading breakage is unrelated to Qwen3.5 TP-plan missing linear_attn entries." + "reason": "A PyPI version bump issue and a disk-offload save failure are different kinds of regressions." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "BitNet accelerate-loading failure and MLukeTokenizer AttributeError are different code paths and model families." + "reason": "Embedding dtype drift and ZeRO-3 gradient explosion do not point to the same bug." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to the unreleased PEFT version bump." + "reason": "Both touch Qwen multimodal configs, but one is a missing `pad_token_id` attribute and the other is `text_config` unwrapping for causal LM construction." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Both are chat-template related, but one crashes on batched padding=False input and the other on assistant tool-call messages with no content." + "reason": "Both involve missing pad-token metadata, but they are different config classes and different attribute names." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to pipeline translation-task messaging in v5." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization logic." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 embedding drift and `resume_from_checkpoint` key mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init breakage and inconsistent `lm_head.weight` serialization are different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Tokenizer added-token spacing bug is unrelated to the MacOS bus error on CLIP model load." + "reason": "mDeBERTa special-token handling and Granite token-ID corruption are distinct tokenizer regressions." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Gemma4 device-map forward mismatch and sinq save/load quantization breakage are not the same bug." + "reason": "Saving/loading custom token IDs is a config persistence issue, not the same as a tokenizer task AttributeError." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues and FP8 B200 inference failure are different hardware/runtime problems." + "reason": "Both are upgrade-related regressions, but one is FP8 inference support and the other is an accuracy regression in a specific model." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Both mention NaNs, but one is a Gemma3 sliding-window/all-padding GPU pathology and the other is a classification-head init/checkpoint issue." + "reason": "Missing `pad_token_idx` in a config and an unexpected `_is_hf_initialized` argument during `init_empty_weights` are unrelated." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "MPS attention correctness is unrelated to Trainer import being affected by datasets." + "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training have no shared underlying bug." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "SigLIP2 doc-example errors and the processor.tokenizer regression are both multimodal, but not the same underlying failure." + "reason": "A legacy-field load failure for Beit and a CPU-offload device mismatch for Bark are different issues." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are unrelated processor/model issues." + "reason": "Qwen2.5-VL import failure and float8 storage lookup failure are unrelated." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Loading cjvt/sleng-bert failure is unrelated to the offline-mode break from an unconditional model_info call." + "reason": "TimesFM `window_size` AttributeError and RT-DETR feature-level TypeError are separate model bugs." } ] }, @@ -8559,311 +8912,277 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 28, - "review_unit_count": 64, + "review_unit_index": 29, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:15354", - "issue:33357", - "issue:33666", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", "issue:38175", "issue:42490", - "issue:42796", - "issue:43278", - "issue:43334", + "issue:42947", + "issue:43381", "issue:43493", "issue:43504", - "issue:43572", - "issue:43575", "issue:43606", - "issue:43646", "issue:43653", "issue:43696", "issue:43701", - "issue:43824", "issue:43844", "issue:43873", - "issue:43927", + "issue:43937", "issue:43994", "issue:44112", - "issue:44291", - "issue:44361", + "issue:44423", "issue:44464", - "issue:44466", "issue:44493", - "issue:44568", "issue:44589", + "issue:44734", "issue:44849", "issue:44964", - "issue:44977", "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", "issue:45245", "issue:45357", - "issue:45405", "issue:45520", "issue:45584", - "issue:45759", - "issue:45812", + "issue:45588", + "issue:45823", "issue:46050", "issue:46209", "issue:46285", - "issue:46489", + "issue:46399", + "issue:46701", "issue:46710", - "issue:46821", - "issue:46832" + "issue:46832", + "issue:46846", + "issue:47013", + "issue:47145", + "issue:47254" ], "soft_pairs": [ - "issue:43334|issue:45759", - "issue:42796|issue:44977", - "issue:43278|issue:43844", - "issue:43334|issue:43572", - "issue:43278|issue:43701", - "issue:43646|issue:44466", - "issue:44568|issue:46489", - "issue:43493|issue:43844", - "issue:43927|issue:44361", - "issue:44568|issue:45812", - "issue:43572|issue:44291", - "issue:43575|issue:45405", - "issue:46209|issue:46710", - "issue:33357|issue:33666", - "issue:43824|issue:44589", - "issue:43504|issue:43606", "issue:44589|issue:45520", - "issue:46821|issue:46832", "issue:44493|issue:46285", - "issue:43504|issue:43653", "issue:44849|issue:46209", "issue:45245|issue:46710", - "issue:43606|issue:44112", + "issue:43504|issue:43653", "issue:44849|issue:45357", + "issue:43606|issue:44112", "issue:45072|issue:46832", "issue:43994|issue:44493", "issue:42490|issue:43696", - "issue:44464|issue:45584", - "issue:43873|issue:46050", "issue:43844|issue:44964", - "issue:15354|issue:38175" + "issue:15354|issue:38175", + "issue:43873|issue:46050", + "issue:44464|issue:45584", + "issue:42947|issue:43381", + "issue:44849|issue:47145", + "issue:29159|issue:32090", + "issue:45229|issue:45823", + "issue:46399|issue:46846", + "issue:47013|issue:47254", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:45200|issue:45229", + "issue:44423|issue:44734", + "issue:45588|issue:46050", + "issue:43937|issue:46701", + "issue:43493|issue:43701" ], - "prepared_review_unit_hash": "0af6d94c45b1e1530df766c5b6b1f249280bab0255680064ec64a760524377fb", + "prepared_review_unit_hash": "5c3be59ac262722851de7b25992dac07086e4e72cc9ae96d65f069be338b828f", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37156, - "estimated_input_tokens": 9289, - "estimated_eval_tokens": 18834 + "soft_pair_count": 27, + "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 items are broadly about Transformers/model-regression issues, but the soft pairs are mostly only superficially similar (same subsystem, different concrete failure). I would reject all soft merges.", - "confidence": 0.88, - "canonical_issue_reason": "issue:43646 is the broadest representative of the set: a Transformers 5.0 regression that breaks model initialization across custom models, which fits the overall load/init regression theme better than the more model-specific reports.", + "summary": "The cluster is not a duplicate set: it mixes many unrelated tokenizer, trainer, serving, quantization, and model-specific regressions. None of the proposed soft pairs look like the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue to anchor this cluster because it is general, user-impacting, and likely to attract related regressions; however, it is still not a true duplicate of the other items.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43334", - "right": "issue:45759", - "accept": false, - "reason": "Both concern Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is AutoModelForCausalLM.from_config not unwrapping text_config; different code paths and bugs." - }, - { - "left": "issue:42796", - "right": "issue:44977", - "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to a flash-attention generation problem; same broad family (text generation) but different failure mode." - }, - { - "left": "issue:43278", - "right": "issue:43844", - "accept": false, - "reason": "One is an eval/training dtype mismatch, the other is a DeepSpeed ZeRO-3 gradient growth issue; not the same underlying bug." - }, - { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Different models and different missing-config fields; both are config regressions, but not the same defect." - }, - { - "left": "issue:43278", - "right": "issue:43701", - "accept": false, - "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." - }, - { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Both are v5 regressions, but custom model initialization and device-dependent serialization are distinct code paths." + "reason": "Different failure modes and subsystems: FP8 storage lookup vs flash_attn import key error on Python 3.13." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization semantics." + "reason": "One is a position-id key warning across many models; the other is a CLIP text-model structure change." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "SigLIP2 JAX/HF discrepancy is a model implementation mismatch, not the same as the ZeRO-3 gradient anomaly." + "reason": "Qwen3.5 hidden-state bug is unrelated to FP8 inference failure on B200." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "Different tokenizers/models and different exceptions; no shared bug." + "reason": "Category cardinality error is unrelated to a post-upgrade accuracy regression." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Both are tokenizer issues, but one is add_special_tokens behavior for mdeberta-v3 and the other is wrong token IDs for Granite models; not the same bug." + "reason": "Legacy-field model loading bug is unrelated to BigBirdTokenizer special-token registration/empty decode." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Both involve v5 loading changes, but one is a missing config field and the other is an init_empty_weights argument incompatibility." + "reason": "Different Qwen3.5 issues: output_hidden_states behavior vs save_pretrained visual encoder key regression." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "OOM while loading a large model is unrelated to a PEFT version bump." + "reason": "CPU offload device mismatch is not the same as a stale CI test failure." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "Different failure domains: FP8 inference on B200 versus accuracy regression after upgrade." + "reason": "Bfloat16 dtype mismatch in specific models is unrelated to RTDetr feature-level indexing/forward error." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Completely different models and problems (Mac bus error vs multi-GPU training)." + "reason": "SigLIP2 wrong outputs and unexpected position-id keys are different bugs." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "ImportError for a Qwen2.5 VL class is unrelated to a Float8 storage lookup failure." + "reason": "Local-path trailing-slash import warning is unrelated to GPT-oss-20b CUDA OOM." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "A legacy-field loading issue and a CPU-offload device mismatch are different bugs." + "reason": "ZeRO-3 gradient growth bug is unrelated to Phi-4 multimodal loading failure." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "The latter is a flash_attn import_utils KeyError on Python 3.13; the former is a storage-object lookup problem." + "reason": "TorchScript GeneratorExp export issue is unrelated to SigLIP2 zero-probability outputs." }, { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR feature-level mismatch are unrelated model-specific errors." + "reason": "Quantization/offloading behavior complaint is not the same as broken save/load for sinq-quantized models." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Unexpected position-id key handling versus CLIP text-model structure inconsistency are different regressions." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty transcription after token alignment." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Legacy preset loading and BigBirdTokenizer special-token registration are unrelated." + "reason": "LoRA gradient checkpointing ineffectiveness is different from gradient checkpointing being disallowed in eval mode." }, { "left": "issue:44849", - "right": "issue:46209", + "right": "issue:47145", "accept": false, - "reason": "Qwen3.5 hidden-state output bug is unrelated to FP8 inference failure on B200." + "reason": "Qwen3.5 hidden-state bug and FP8 checkpoint weight_scale omission are unrelated." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Category-cardinality runtime limit and DeepSeek accuracy regression are not the same issue." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast NoneType error." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "One is a real device mismatch during CPU offload; the other is a stale CI test on GraniteSpeech." + "reason": "CUDA OOM in multi-GPU Gemma4 inference is not the same as a device-map forward mismatch." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Both are Qwen3.5-related, but hidden_states behavior and incorrect visual encoder save keys are different bugs." + "reason": "Missing decorator for rotary-pos-emb registration is unrelated to TP plan omissions causing OOM/shape errors." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:47013", + "right": "issue:47254", "accept": false, - "reason": "dtype mismatch in bfloat16 inference and RT-DETR forward shape/type error are unrelated." + "reason": "xLSTM state unpacking crash is unrelated to PEFT + DeepSpeed ZeRO-3 checkpoint errors." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "SigLIP2 nonsensical outputs and position-id key warnings do not share the same root cause." + "reason": "Tokenizer spacing after added token is unrelated to TrainerState token-count tracking." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Import-path trailing slash warning is unrelated to CUDA OOM." + "reason": "Non-template node compilation error is unrelated to flash_attn import key handling." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and empty-transcription Whisper failure are different generation bugs." + "reason": "Missing default mm_token_type_ids is unrelated to Gemma4 multi-GPU OOM." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Quantization/offloading behavior and sinq save/load corruption are related only at a high level, not the same defect." + "reason": "Continuous-batching multimodal crash with string tensor handling is unrelated to KV-cache continuation indexing." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:43937", + "right": "issue:46701", "accept": false, - "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading failure are unrelated." + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemma image-text-to-text pipeline failure." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43493", + "right": "issue:46846", "accept": false, - "reason": "torch.jit.script GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as Qwen3.5 tensor-parallel plan omissions." } ] }, @@ -8878,283 +9197,310 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 29, - "review_unit_count": 64, + "review_unit_index": 30, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ - "issue:28218", - "issue:29159", + "issue:29870", "issue:29942", "issue:30333", - "issue:32090", - "issue:34567", "issue:37428", + "issue:39692", "issue:41720", - "issue:42947", + "issue:42490", + "issue:42915", "issue:43065", "issue:43295", - "issue:43381", + "issue:43334", + "issue:43404", "issue:43450", "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", "issue:43572", - "issue:43701", + "issue:43575", + "issue:43824", + "issue:43844", "issue:43873", - "issue:43937", "issue:43957", - "issue:44423", + "issue:44186", + "issue:44521", "issue:44554", - "issue:44734", - "issue:44849", + "issue:44610", "issue:44869", "issue:44977", "issue:45072", - "issue:45084", "issue:45198", "issue:45200", - "issue:45229", + "issue:45290", "issue:45406", "issue:45446", "issue:45520", "issue:45588", "issue:45759", "issue:45823", - "issue:46050", "issue:46121", + "issue:46178", + "issue:46192", "issue:46369", - "issue:46399", "issue:46701", "issue:46710", "issue:46752", - "issue:46821", - "issue:46846", - "issue:47013", - "issue:47145", - "issue:47254" + "issue:46821" ], "soft_pairs": [ - "issue:42947|issue:43381", - "issue:29159|issue:32090", - "issue:45229|issue:45823", - "issue:46399|issue:46846", - "issue:47013|issue:47254", - "issue:45084|issue:45520", - "issue:44849|issue:47145", - "issue:28218|issue:34567", - "issue:45200|issue:45229", - "issue:45588|issue:46050", - "issue:44423|issue:44734", - "issue:43493|issue:43701", - "issue:43937|issue:46701", "issue:41720|issue:46710", - "issue:37428|issue:43957", "issue:44554|issue:45446", - "issue:44869|issue:46752", "issue:43065|issue:46369", + "issue:37428|issue:43957", + "issue:44869|issue:46752", "issue:44977|issue:46701", - "issue:43295|issue:43450", "issue:29942|issue:30333", - "issue:44977|issue:46710", + "issue:43295|issue:43450", + "issue:43404|issue:46710", "issue:45072|issue:45198", "issue:45588|issue:45759", "issue:45406|issue:46121", "issue:43572|issue:46821", - "issue:43295|issue:43873" + "issue:43295|issue:43873", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:37428|issue:43824", + "issue:29870|issue:29942", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44521|issue:45290" ], - "prepared_review_unit_hash": "520d5af058abe678aa961eadf2754b411136b4e38a057060ef9f79dbcbbd7780", + "prepared_review_unit_hash": "b9ca2196ab72d7269913430f1e3527a7d61b688015d937f5729b46858024de26", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35822, - "estimated_input_tokens": 8956, - "estimated_eval_tokens": 18168 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36593, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a real duplicate cluster; they span many unrelated Transformers bugs and regressions across tokenization, multimodal processors, serving, attention kernels, training, and model-specific issues. No soft-edge pair looks like the same underlying bug/change.", - "confidence": 0.88, - "canonical_issue_reason": "No true canonical duplicate emerges from this set; if one must be chosen, #43295 is the broadest recent user-facing regression around processor/tokenizer multimodal behavior.", + "summary": "The soft-pair set is heterogeneous: most items are unrelated model-specific regressions or docs/API issues. I reject every soft duplicate edge; none look like the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the strongest representative of the set by activity/inbound refs, but the cluster is too diverse for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "#43295 is the most representative and actionable issue: it describes a concrete release regression with clear user impact and a broader scope than the highly model-specific reports.", + "best_issue_reason": "issue:43873 has the broadest cross-cutting impact and the most discussion, so it is the best single representative if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:41720", + "right": "issue:46710", "accept": false, - "reason": "Both are about gradient checkpointing, but one is LoRA/PEFT ineffectiveness and the other is eval-mode restriction; different bugs and code paths." + "reason": "Both involve Qwen3/accuracy or device behavior, but one is a device-map CUDA assert and the other is an accuracy regression after upgrade; different failure modes." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Tokenizer fast/slow inconsistency is unrelated to the Trainer/_gpu_broadcast_one NoneType error." + "reason": "One is an MPS attention correctness issue, the other is a flex_attention import/version-check bug; not the same code-path." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Both mention Gemma4 multi-GPU, but one is an OOM and the other is a device-mapping mismatch in forward; not the same defect." + "reason": "Both mention Sam3, but one is about a dummy Conv2d in the pixel decoder and the other is a memory overflow in a model invocation; distinct problems." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Different Qwen3.5 failures: kernel registration/decorator error vs missing TP plan entries causing OOM/shape issues." + "reason": "Both touch model loading/attention-related internals, but one is an import error for a missing flash-attention helper and the other is a meta-device loading regression." }, { - "left": "issue:47013", - "right": "issue:47254", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "xLSTM unpacking bug and PEFT+DeepSpeed checkpointing error are unrelated training failures." + "reason": "Different text-processing crashes: Whisper timestamp decoding vs apply_chat_template on empty input." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:44977", + "right": "issue:46701", "accept": false, - "reason": "Template-node compilation error is unrelated to the flash_attn import KeyError on Python 3.13." + "reason": "Both affect generation/pipeline behavior, but they target different models and different processing stacks." }, { - "left": "issue:44849", - "right": "issue:47145", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Qwen3.5 hidden-state regression and FP8 weight_scale loading corruption are different model/runtime problems." + "reason": "Unrelated bugs: flash-attention test failures versus MLflow reporting after training failure." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Tokenizer spacing bug and TrainerState token-count tracking bug are unrelated." + "reason": "Both concern processors, but one is a regression in processor.tokenizer/image tokenization and the other is a batched video-shape bug." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43404", + "right": "issue:46710", "accept": false, - "reason": "One is about mm_token_type_ids defaulting for text-only fine-tuning; the other is multi-GPU inference OOM." + "reason": "A tied lm_head issue in Mistral3 is unrelated to an accuracy regression in DeepSeek-R1-Distill-Llama-8B." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Flash-attention sinkless-model crash and sinq save/load quantization breakage are different issues." + "reason": "Different models and different failure classes: dtype mismatch in bfloat16 inference vs save_pretrained/tokenization failure." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Both are transformers serve crashes, but they fail in different endpoints and through different tensor handling bugs." + "reason": "One is a flash_attention integration crash on s_aux=None; the other is config unwrapping for composite Qwen multimodal configs." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to resume_from_checkpoint key mismatch." + "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-parameter JSON list handling." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and DiffusionGemmaGenerationOutput pipeline failure are unrelated." + "reason": "Both are config-attribute errors, but they affect different models and different missing fields." }, { - "left": "issue:41720", - "right": "issue:46710", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert and DeepSeek accuracy regression after upgrade are not the same bug." + "reason": "Processor/tokenizer regression and quantization/offloading behavior are different issues." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Flash-attention import symbol breakage and meta-device model loading failures are distinct compatibility issues." + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "MPS attention correctness issue and flex_attention version-check bug are different code paths." + "reason": "Tokenizer crashes on NER/batched padding are not the same as return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Whisper timestamp decode crash and empty-list chat template crash are unrelated." + "reason": "Image/tokenizer regression and OmDet-Turbo processor size mismatch are different processor bugs." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Sam3PixelDecoder dummy layer complaint and Sam3 memory overflow are different model issues." + "reason": "Device-mismatch during Gemma4 forward is unrelated to return_tensors handling." }, { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to the DiffusionGemma pipeline bug." + "reason": "torch.compile + SDPA failure is a model/runtime bug, while ZeRO-3 gradient growth is a training/memory-management issue." }, { - "left": "issue:43295", - "right": "issue:43450", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Processor.tokenizer regression and batched video processor shape bug are both multimodal, but they affect different components and symptoms." + "reason": "Different symptoms and models: StableLmConfig pad_token_idx vs meta-device loading regressions." }, { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow job-status reporting are unrelated." + "reason": "Batched video processor shape bug and Qwen2-57B-A14B-Instruct TP OOM are not the same underlying problem." }, { - "left": "issue:44977", - "right": "issue:46710", + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Generation failure with flash-attention and an accuracy regression after upgrade are different bugs." + "reason": "ImportError for flash_attn on Python 3.13 is unrelated to the backend-mapping ValueError for tensorflow_text." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "BF16 dtype mismatch in CI and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "Gemma4 defaults issue and Gemma4 PLE device mismatch affect different parts of the model." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Flash-attention sinkless crash and missing text_config unwrap in composite Qwen configs are different issues." + "reason": "Both are import errors in transformers, but they concern different symbols and unrelated model families." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "Gemma4Processor _tokenizer AttributeError and rope-params JSON list TypeError are unrelated." + "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are unrelated." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and TimesFM window_size AttributeError are unrelated." + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are not the same bug." }, { "left": "issue:43295", - "right": "issue:43873", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression and SigLIP2 JAX-vs-HF discrepancy are different issues." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2_5_VL import error are different model/loading issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they affect different config classes and likely need separate fixes." + }, + { + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading issues are different bug classes." + "reason": "Both involve apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages without content." } ] }, @@ -9169,296 +9515,297 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 30, - "review_unit_count": 64, + "review_unit_index": 31, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:28218", - "issue:29870", - "issue:29942", "issue:35141", "issue:37428", - "issue:39692", - "issue:42490", - "issue:42915", + "issue:41720", "issue:43262", "issue:43278", - "issue:43295", - "issue:43334", + "issue:43335", + "issue:43425", "issue:43450", "issue:43452", - "issue:43493", - "issue:43525", - "issue:43540", "issue:43550", - "issue:43572", - "issue:43575", + "issue:43606", "issue:43653", + "issue:43819", "issue:43824", - "issue:43844", + "issue:43827", "issue:43856", + "issue:43901", "issue:43950", - "issue:43957", "issue:43975", "issue:44112", - "issue:44186", + "issue:44442", "issue:44466", - "issue:44521", + "issue:44479", "issue:44561", "issue:44610", "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", "issue:45127", + "issue:45198", "issue:45200", - "issue:45290", + "issue:45325", "issue:45381", - "issue:45520", - "issue:45823", - "issue:46178", - "issue:46192", - "issue:46209", - "issue:46234", - "issue:46285", - "issue:46512", - "issue:46894" - ], - "soft_pairs": [ - "issue:43540|issue:45200", - "issue:44186|issue:46192", - "issue:43295|issue:44610", - "issue:45823|issue:46192", - "issue:43572|issue:43957", - "issue:43550|issue:43844", - "issue:43450|issue:43575", - "issue:45520|issue:46178", - "issue:37428|issue:43824", - "issue:29870|issue:29942", - "issue:45200|issue:45823", - "issue:42490|issue:43493", - "issue:43295|issue:43493", - "issue:39692|issue:46192", - "issue:42915|issue:43824", - "issue:43334|issue:43525", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ "issue:43278|issue:43856", - "issue:44521|issue:45290", "issue:28218|issue:35141", "issue:43824|issue:43975", - "issue:44466|issue:45127", "issue:45381|issue:46209", + "issue:44466|issue:45127", "issue:44737|issue:46894", "issue:43975|issue:45520", "issue:43262|issue:43450", - "issue:43653|issue:44112", "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:44561|issue:46234", "issue:43452|issue:46512", - "issue:44561|issue:46234" + "issue:44442|issue:45198", + "issue:45200|issue:46899", + "issue:44479|issue:46192", + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:46932", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:44792|issue:45563", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:43827|issue:43901", + "issue:43335|issue:43653", + "issue:44857|issue:45593" ], - "prepared_review_unit_hash": "87af6c6466d1b301be109de90a633d39632366e007ccfb09185643e3599d6cfb", + "prepared_review_unit_hash": "7d0818c9b3de12bf3201771f9cc0c2119740b7506f14f346b6d43dda6c4b1d0c", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36211, - "estimated_input_tokens": 9053, - "estimated_eval_tokens": 18362 + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated Transformers issues. The soft pairs share broad themes like v5 regressions, tokenizers, processors, or loading paths, but none look like the same concrete bug or change.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical duplicate stands out here; the items span many distinct bugs rather than one underlying issue.", + "summary": "This set is mostly a collection of unrelated issues across different models/features. None of the soft-similarity pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45200 is the most central item in the set by soft connectivity and is a concrete, well-scoped bug report, but it still does not duplicate the other Gemma4-related issues.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, issue 43950 is the cleanest broadly scoped core-loading regression, but it is not a true duplicate anchor for the cluster.", + "best_issue_reason": "issue:45200 is the best representative of the set because it is specific and actionable, and it is the only item with multiple near-neighbor soft links.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Same broad processor area, but one is a video-input ValueError in Qwen3OmniMoe and the other is Gemma 4 text-only mm_token_type_ids handling." + "reason": "Different problems: dtype drift in eval vs memory usage in Qwen3 MoE training." }, { - "left": "issue:44186", - "right": "issue:46192", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and return_tensors precedence are different code paths and different failure modes." + "reason": "Tokenizer spacing bug and embedding reinit bug are unrelated code paths." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Both involve processors, but one is a regression around processor.tokenizer/images passthrough and the other is an image-size mismatch for OmDet-Turbo." + "reason": "ImportError for Qwen2.5-VL and DeepSeek detokenization are unrelated." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "Device-map PLE mismatch during forward is unrelated to return_tensors being ignored when text_kwargs is passed." + "reason": "Video position-id regression and FP8/B200 inference failure are different bugs." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "StableLmConfig missing pad_token_idx and meta-device loading failures are different problems with different triggers." + "reason": "Both involve weights/tied embeddings, but one is serialization and the other is LoRA merge collapse." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to gradient growth under DeepSpeed ZeRO-3." + "reason": "CPU arange device bug and ASR training-loss shift bug are unrelated." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "Batched video processor shape bug and Qwen2-57B tensor-parallel OOM are not the same underlying bug." + "reason": "Detokenization bug and import_utils flash_attn KeyError are separate issues." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "One is a flash_attn import KeyError on Python 3.13; the other is a BACKENDS_MAPPING error for tensorflow_text." + "reason": "Audio chat-template sampling-rate bug and batched video shape bug are different modalities and code paths." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Different missing imports for different symbols/models; not the same failure." + "reason": "Non-persistent buffer corruption and CLIP text-model structure inconsistency are different regressions." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "BART generate decoder_attention_mask bug and Flash Attention 2 test failures are unrelated." + "reason": "Tokenizer special-token registration bug and stale CI test are not the same bug." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting and device_map='auto' PLE mismatch are separate issues." + "reason": "Missing helper function removals in different APIs are not duplicates." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "gguf_file loading failure and stale config.dtype on from_config are unrelated." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Processor/tokenizer regression for multimodal custom code and SigLIP2 JAX-vs-HF discrepancy are different bugs." + "reason": "Both are tokenizer/speech issues, but they affect different models and failure modes." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "Documentation example errors and return_tensors/text_kwargs precedence are not the same issue." + "reason": "Gemma4 text-only fine-tuning mask defaults vs unsafe dtype cast in multimodal embedders are different bugs." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:44479", + "right": "issue:46192", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-VL import error are unrelated." + "reason": "Video input regression and return_tensors being ignored are unrelated." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Both mention pad_token_id, but they affect different model configs and likely different code paths." + "reason": "Perceiver resize failure and RT-DETR memory leak are unrelated." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluate and Qwen3 MoE memory inefficiency are different problems." + "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL position-id scaling are different problems." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Both touch apply_chat_template, but assistant_mask zeros for multimodal inputs is not the same as the tool-call no-content crash." + "reason": "DAC latent mismatch and GraniteSpeech CI test flake are unrelated." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Tokenizer extra-space behavior and embedding reinitialization after resize are unrelated." + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile failure do not share the same concrete fix." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and v5 detokenization regression are different issues." + "reason": "Both are Gemma4-related, but one is missing mm_token_type_ids defaults and the other is quantized dtype casting." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Serialization inconsistency of lm_head.weight and LoRA merge collapse with extended vocab are not the same code-path bug." + "reason": "Different models, hardware, and failure signatures." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Wrong qwen2.5-vl video vision_position_ids and FP8 inference failure on B200 are unrelated." + "reason": "Processor output-size mismatch and AMP crash in loss code are unrelated." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "XLNet CPU arange performance bug and CohereASR double-shift training-loss bug do not match." + "reason": "DAC STE mismatch and qwen3_omni_moe helper-length behavior are different bugs." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Detokenization regression and flash_attn import KeyError are unrelated." + "reason": "Janus image-generation test failure and paged generate warning are unrelated." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default and batched video shape handling are different processor bugs." + "reason": "CPU offload device mismatch and qwen3_omni_moe helper behavior are unrelated." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "BigBirdTokenizer special-token registration and GraniteSpeech stale CI device override are not duplicates." + "reason": "Flash-attention import error and Torch 2.10 incompatibility are different compatibility issues." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Non-persistent buffer corruption during from_pretrained and CLIP text model structure inconsistency are different loading/model-shape issues." + "reason": "Both are docs regressions, but they refer to different pipeline behaviors and fixes." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "gguf_file loading breakage and stale model.config.dtype after from_config(dtype=...) are unrelated." + "reason": "Sparse-layer config bug and tokenizer special-token registration bug are unrelated." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Both are import_utils API regressions, but they remove different symbols and affect different trust_remote_code paths." + "reason": "Loss AMP crash and D-FINE auxiliary-loss omission are unrelated training bugs." } ] }, @@ -9473,317 +9820,283 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 31, - "review_unit_count": 64, + "review_unit_index": 32, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:28282", "issue:29942", "issue:32090", "issue:33357", + "issue:34689", + "issue:35141", "issue:37428", "issue:38175", - "issue:41720", + "issue:39692", + "issue:42490", "issue:43335", "issue:43388", - "issue:43425", "issue:43504", "issue:43526", "issue:43550", "issue:43606", "issue:43611", - "issue:43653", "issue:43819", - "issue:43827", - "issue:43901", + "issue:43854", "issue:44112", "issue:44206", - "issue:44442", + "issue:44351", + "issue:44448", "issue:44466", - "issue:44479", - "issue:44610", - "issue:44792", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", "issue:44855", - "issue:44857", - "issue:44898", "issue:45083", - "issue:45198", - "issue:45200", - "issue:45325", + "issue:45290", "issue:45412", - "issue:45563", + "issue:45520", "issue:45584", - "issue:45593", + "issue:45588", "issue:45759", - "issue:46192", - "issue:46209", + "issue:45859", + "issue:46170", "issue:46285", + "issue:46326", "issue:46424", + "issue:46431", "issue:46512", + "issue:46566", + "issue:46697", "issue:46821", - "issue:46858", - "issue:46899", - "issue:46932" + "issue:46858" ], "soft_pairs": [ - "issue:44442|issue:45198", - "issue:45200|issue:46899", - "issue:44479|issue:46192", - "issue:43819|issue:44112", - "issue:43335|issue:43550", - "issue:44898|issue:45412", - "issue:45200|issue:45325", - "issue:45200|issue:46932", - "issue:44610|issue:44857", - "issue:41720|issue:46209", - "issue:43819|issue:45083", - "issue:37428|issue:43425", - "issue:43606|issue:45083", - "issue:44792|issue:45563", - "issue:43335|issue:43653", - "issue:43827|issue:43901", - "issue:44857|issue:45593", "issue:44206|issue:45584", "issue:45759|issue:46285", - "issue:46512|issue:46821", "issue:38175|issue:45412", + "issue:46512|issue:46821", "issue:28282|issue:33357", + "issue:43388|issue:43526", "issue:29942|issue:32090", "issue:43335|issue:43504", - "issue:43388|issue:43526", + "issue:46424|issue:46858", "issue:43611|issue:44466", "issue:43550|issue:44112", - "issue:46424|issue:46858", "issue:44855|issue:45083", "issue:43335|issue:45083", "issue:43335|issue:44112", - "issue:43335|issue:43606" + "issue:45520|issue:46170", + "issue:43335|issue:43606", + "issue:46431|issue:46566", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:42490|issue:43854", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:44514|issue:44521", + "issue:39692|issue:43526", + "issue:43819|issue:44493" ], - "prepared_review_unit_hash": "2a6628c8d8b63fd27c09c3926d2e32036d2aa4af51020652559ff26b9c8339bf", + "prepared_review_unit_hash": "11e5b2a222fb83bf8f05e1584fca7ebff65a27bd52f12a4e5d80355fcc7b1059", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 37144, - "estimated_input_tokens": 9286, - "estimated_eval_tokens": 18828 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "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 loose semantic cluster of mostly unrelated issue reports across different models, regressions, and code paths. None of the soft-pair candidates look like true duplicates of the same underlying bug.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical duplicate stands out; the items span many distinct bugs rather than one shared defect.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:45200 is the clearest standalone report: narrow scope, concrete repro, and a well-defined fix path.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:44442", - "right": "issue:45198", - "accept": false, - "reason": "Both are tokenizer/loading failures, but for different models and failure modes; not the same bug." - }, - { - "left": "issue:45200", - "right": "issue:46899", - "accept": false, - "reason": "Both involve Gemma 4 multimodal paths, but one is missing mm_token_type_ids and the other is a 4-bit dtype-casting issue." - }, - { - "left": "issue:44479", - "right": "issue:46192", - "accept": false, - "reason": "Different processor/input-handling bugs: video regression vs. return_tensors being ignored when text_kwargs is passed." - }, + "summary": "These items are mostly unrelated Transformers issues across different subsystems; none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone issue by activity and inbound references, but it is not a clear duplicate hub for the rest of this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Unrelated code paths: DAC latent reconstruction mismatch vs. a GraniteSpeech CI device-override test failure." + "reason": "Different bugs: LasrFeatureExtractor center-arg crash vs Whisper empty-transcription handling after align_special_tokens." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Different models and mechanisms: SwitchTransformers sparse-layer config bug vs. Bamba torch.compile/SDPA failure." + "reason": "Different model families and failures: Qwen multimodal from_config text_config unwrapping vs CLIP class structure regression." }, { - "left": "issue:44898", + "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Both are vision-model issues, but one is a resize/interpolation failure and the other is a memory release problem." - }, - { - "left": "issue:45200", - "right": "issue:45325", - "accept": false, - "reason": "Different multimodal model families and distinct bugs: Gemma token-type defaults vs. Qwen2.5-VL rope index scaling." - }, - { - "left": "issue:45200", - "right": "issue:46932", - "accept": false, - "reason": "Both are Gemma 4-related, but one is missing token-type ids and the other is quantized vision/audio dtype casting." + "reason": "Unrelated symptoms/code paths: zero probabilities in SigLIP2 vs RT-DETR memory not being released." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Both touch detection/vision training, but they affect different models and failure mechanisms." + "reason": "Different issues: stale config.dtype after from_config(dtype=...) vs TimesFM window_size attribute error." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Different hardware-specific failures: A800 cudaErrorAssert during device mapping vs. FP8 inference failure on B200." + "reason": "Both are import/runtime failures, but one is missing PyTorch and the other is a MacOS bus error on a community CLIP model." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Both mention helper/latent-length logic, but they are separate models and separate functions with different symptoms." + "reason": "Both mention labels, but one is gather_for_metrics truncating tuple labels and the other is BeitImageProcessorFast reduce_labels returning only one label." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Both concern version compatibility, but one is a missing internal import and the other is a broad Torch 2.10 incompatibility report." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are different code paths and failure modes." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Completely different problems: CPU offload device mismatch vs. qwen3_omni_moe feature-length calculation." + "reason": "Different bugs: SwitchTransformers sparse-layer creation vs Beit semantic-segmentation loading a legacy field." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Both involve generation/tests, but the reported failures are unrelated and affect different code paths." + "reason": "Both involve cache handling, but one is max_cache_length semantics and the other is device-tensor seq_length breaking static-cache arithmetic." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:43611", + "right": "issue:44466", "accept": false, - "reason": "Different subsystems: SwitchTransformers config creation vs. BigBirdTokenizer special-token registration." + "reason": "Model loading via base_model_prefix and lm_head.weight serialization inconsistency are distinct issues." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Both are docs-related, but they document different pipeline API changes and are not the same underlying issue." + "reason": "Different targets: Bamba SDPA/torch.compile failure vs GraniteSpeech stale device-override CI test." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Different detection bugs: AMP/cuda crash in a loss function vs. auxiliary losses not used when denoising is off." + "reason": "Different bugs: Python 3.13 torch.jit parsing/IndentationError vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Distinct failures in unrelated components: feature extractor argument handling vs. Whisper empty-transcription generation." + "reason": "Unrelated: sparse encoder-layer construction vs audio feature-length computation." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Both concern model structure/config consistency, but they affect different model families and different fields." + "reason": "Sparse-layer config bug and CI device-override failure do not share the same underlying fix." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Unrelated issues: stale dtype in from_config vs. TimesFM window_size AttributeError." + "reason": "Both are platform import issues, but one is flash_attn on Python 3.13 and the other is torch.distributed dependency trouble on Windows ROCm." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43335", + "right": "issue:43606", "accept": false, - "reason": "Separate vision-model bugs: unexpected zero probabilities vs. RT-DETR memory not being released." + "reason": "Different problems: SwitchTransformers config construction vs Bark CPU-offload device mismatch." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "Different import/runtime failures with no shared code-path beyond being model-loading issues." + "reason": "Chat-template absence and DiffusionGemma meta-device loading are unrelated failures." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "A Flash Attention test failure is not the same as a Trainer _gpu_broadcast_one NoneType error." + "reason": "Different model behaviors: Pegasus v4/v5 output drift vs qwen3_5 recurrent state reset with cache." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Different model/config bugs: sparse-layer creation in SwitchTransformers vs. Beit preset loading with a legacy field." + "reason": "Both involve chat templating, but one crashes on assistant tool-call messages and the other is a continue_final_message bug for mistral_common tokenizers." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Both involve label handling, but one is distributed metric gathering and the other is BEiT image-processor label reduction." + "reason": "Local-path trailing-slash warning and GLM-4.7-Flash unit-test loading failure are not the same bug." }, { - "left": "issue:43611", - "right": "issue:44466", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Both are v5 model-structure issues, but loading via base_model_prefix and lm_head serialization are separate problems." + "reason": "Both are import errors, but for different symbols and different compatibility causes." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "Unrelated failures: Bamba compile/SDPA vs. a GraniteSpeech stale device-override CI test." + "reason": "CUDA OOM in Sam3Video and over-padding in Swin2SR image processing are unrelated." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Both are cache-related, but one is about max_cache_length configuration and the other about get_seq_length() returning a device tensor." + "reason": "Different regressions: Llama 3.2 Vision model loading vs token-embedding resize reinitialization in post_init." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "Different models and unrelated failure modes: Python 3.13 import parsing vs. qwen3_omni_moe length computation." + "reason": "Both touch flash/attention-related code, but one is s_aux=None crashing flash_attention.py and the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Separate bugs in separate model families; no shared underlying defect." + "reason": "Closely themed chat-template bugs, but one is a batched-padding crash and the other is all-zero assistant masks for multimodal inputs." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Different components and symptoms; the shared CI framing is too broad to indicate the same bug." + "reason": "Documentation-example errors and BeitImageProcessorFast label reduction are different layers and failure modes." }, { - "left": "issue:43335", - "right": "issue:43606", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Different model/runtime issues with no plausible single merged fix." + "reason": "DAC.from_latents mismatch with missing STE and unexpected position-id keys are unrelated model-behavior issues." } ] }, @@ -9798,45 +10111,46 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 32, - "review_unit_count": 64, + "review_unit_index": 33, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:10000", "issue:15354", "issue:26413", + "issue:27957", "issue:28218", "issue:29127", + "issue:29870", + "issue:29942", "issue:31501", "issue:32090", + "issue:33357", "issue:34689", "issue:35141", - "issue:37428", + "issue:38175", "issue:39692", "issue:42490", "issue:43278", - "issue:43526", + "issue:43329", "issue:43550", + "issue:43575", "issue:43606", "issue:43701", "issue:43720", - "issue:43819", "issue:43825", - "issue:43854", "issue:44112", "issue:44206", - "issue:44351", + "issue:44360", "issue:44448", + "issue:44464", "issue:44493", - "issue:44514", - "issue:44521", - "issue:44617", - "issue:44743", + "issue:44561", "issue:44779", "issue:44857", "issue:45072", @@ -9845,32 +10159,18 @@ "issue:45245", "issue:45290", "issue:45310", + "issue:45381", + "issue:45459", "issue:45478", - "issue:45520", - "issue:45588", + "issue:45593", "issue:45823", - "issue:45859", - "issue:46170", - "issue:46326", - "issue:46431", - "issue:46566", - "issue:46697" + "issue:46234", + "issue:46424", + "issue:47000" ], "soft_pairs": [ - "issue:45520|issue:46170", - "issue:37428|issue:44351", - "issue:46431|issue:46566", - "issue:44448|issue:44743", - "issue:42490|issue:43854", - "issue:45290|issue:46326", - "issue:44617|issue:46697", - "issue:34689|issue:35141", - "issue:45588|issue:45859", - "issue:43819|issue:44493", - "issue:39692|issue:43526", - "issue:43606|issue:44857", "issue:29127|issue:32090", - "issue:44514|issue:44521", + "issue:43606|issue:44857", "issue:44206|issue:45823", "issue:39692|issue:44493", "issue:28218|issue:32090", @@ -9879,208 +10179,220 @@ "issue:43701|issue:45083", "issue:10000|issue:15354", "issue:26413|issue:31501", - "issue:45310|issue:45478", "issue:44448|issue:44779", + "issue:45310|issue:45478", "issue:45127|issue:45245", + "issue:43550|issue:45083", "issue:44857|issue:45072", - "issue:43550|issue:45083" + "issue:44360|issue:44561", + "issue:32090|issue:33357", + "issue:45459|issue:46234", + "issue:38175|issue:44493", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44464|issue:46424", + "issue:45290|issue:45381" ], - "prepared_review_unit_hash": "5a1a93dbe8bd9a7901caa49fc76e96bca6a121252cd41052bc7ea9c1cfcd43c5", + "prepared_review_unit_hash": "703485da526519fc05215f4c09b4ba9179a9477fb0652637ef6f3cc73c0fda94", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35914, - "estimated_input_tokens": 8979, - "estimated_eval_tokens": 18214 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "Mostly unrelated issues; the only clear duplicate pair is the repeated Qwen3.5 Moe from_pretrained error. All other soft pairs share a broad subsystem or symptom theme but describe different bugs.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45310 is the earlier, more detailed report for the Qwen3.5 Moe from_pretrained failure; 45478 appears to be the same problem with the same title.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the cleanest canonical target among the true duplicates because it is earlier and more informative than 45478.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45520", - "right": "issue:46170", - "accept": false, - "reason": "Both are import/runtime failures, but one is flash_attn on Python 3.13 and the other is Windows/ROCm torch.distributed dependency; different bugs." - }, - { - "left": "issue:37428", - "right": "issue:44351", - "accept": false, - "reason": "Different missing symbols from different code paths: _flash_supports_window_size vs HybridCache." - }, - { - "left": "issue:46431", - "right": "issue:46566", - "accept": false, - "reason": "One is missing chat template handling; the other is a device_map='auto' meta-device loading bug." - }, - { - "left": "issue:44448", - "right": "issue:44743", - "accept": false, - "reason": "Different problems: Pegasus output regression vs recurrent state reset in modular_qwen3_5 cache handling." - }, - { - "left": "issue:42490", - "right": "issue:43854", - "accept": false, - "reason": "Both involve loading/model import behavior, but one is a trailing-slash path warning and the other is a unit-test model loading failure." - }, - { - "left": "issue:45290", - "right": "issue:46326", - "accept": false, - "reason": "Both touch chat templating, but one crashes on tool-call assistant messages and the other is continue_final_message behavior for mistral_common tokenizers." - }, - { - "left": "issue:44617", - "right": "issue:46697", - "accept": false, - "reason": "CUDA OOM from a video model is unrelated to image over-padding logic." - }, - { - "left": "issue:34689", - "right": "issue:35141", - "accept": false, - "reason": "Different loading/initialization bugs: Llama 3.2 vision load regression vs embedding reinitialization after resize." - }, - { - "left": "issue:45588", - "right": "issue:45859", - "accept": false, - "reason": "Both involve flash/CPU-offload contexts, but the concrete failure modes differ: s_aux=None crash vs rotary embedding incompatibility." - }, - { - "left": "issue:43819", - "right": "issue:44493", - "accept": false, - "reason": "Different model bugs: DAC.from_latents mismatch vs unexpected position-id key warnings." - }, - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "One is a documentation example/model-processor mismatch; the other is a BeitImageProcessorFast label reduction bug." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "Device mismatch under CPU offload is not the same as a float16 AMP CUDA crash." - }, + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35269, + "estimated_input_tokens": 8818, + "estimated_eval_tokens": 17892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are false positives; only issue:45310 and issue:45478 are clear duplicates describing the same Qwen3.5 MoE from_pretrained regression.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the clearest canonical: it matches issue:45478 exactly on title and underlying failure, and it\u2019s the more complete report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative of the only true duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Both are error-handling issues, but they affect different code paths and failure causes." + "reason": "Different errors in different paths: LayoutLMv3 box handling vs Trainer GPU broadcast of NoneType." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Both concern apply_chat_template, but one is batched padding=False crashes and the other is all-zero assistant masks for multimodal inputs." + "reason": "Unrelated models and failures: CPU offload device mismatch vs LwDetrImageLoss AMP crash." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different models and different device-mismatch scenarios; not the same underlying bug." + "reason": "Different subsystems and symptoms: feature extractor center arg regression vs Gemma4 device-map mismatch." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Documentation/model-processor mismatch is unrelated to unexpected position-id keys." + "reason": "One is a SigLIP2 docs/example issue; the other is a broad position-id/key regression across models." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer added-space behavior is unrelated to Trainer NoneType broadcast errors." + "reason": "Tokenizer spacing bug vs Trainer broadcast TypeError; not the same underlying issue." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift during eval and pipeline translation messaging are unrelated." + "reason": "Different problem classes: dtype drift during eval vs a pipeline error message about translation tasks." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weights loading bug and stale CI test failure are not the same code-path problem." + "reason": "BitNet packed-weight loading bug vs a stale CI test in GraniteSpeech; unrelated code paths." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Both mention resume/cache-like behavior, but one is a checkpoint key mismatch and the other is a helper output-length bug." + "reason": "Both mention helpers/config flow, but the actual failures are different and not the same bug." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "Both are old model/export issues, but they involve different models and completely different failures." + "reason": "Completely different model/export issues: DistilBertModel error vs torch.jit GeneratorExp limitation." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Resume-from-checkpoint iterator failure is unrelated to FineWeb SLM training not starting." + "reason": "Both involve training startup, but one is checkpoint resume iterator failure and the other is FineWeb training not starting." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: Pegasus output drift vs Deepseek tokenizer correctness in v5." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same title and same from_pretrained error for Qwen3.5 Moe; 45478 is a duplicate of 45310." + "reason": "Same exact from_pretrained regression for Qwen3.5 MoE; the titles and described failure align." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Pegasus output regression and DeepSeek tokenizer regression are different model-specific bugs." + "reason": "LoRA/tie_word_embeddings collapse is unrelated to the category-cardinality RuntimeError." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to category-count overflow." + "reason": "torch.compile+SDPA failure for Bamba is unrelated to the feature-extract length helper behavior." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Both are dtype-related, but one is a CUDA AMP loss crash and the other is bfloat16 inference mismatch." + "reason": "Both are dtype-related, but they affect different models and different failure mechanisms." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 removal of is_torch_fx_available." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different runtime failures: NoneType broadcast vs MacOS bus error on CLIP loading." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer/protobuf error masking is unrelated to a missing import_utils symbol." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities is a model-specific inference bug, not the generic position-id warning issue." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Both touch detection losses, but they are different loss bugs and not the same code-path problem." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention tests failing is unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 vision model loading are different issues." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate decoder_attention_mask bug is unrelated to Trainer broadcast NoneType handling." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype mismatch during evaluate is unrelated to the multimodal token counting video-branch undefined names." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as cache max length being ignored outside quantized cache." + }, + { + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are separate failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The canonical choice of issue:45310 over issue:45478 is supported by the packet (earlier and slightly more informative, with the same title), and the rest of the soft-edge verdicts stay on the safe side by rejecting pairs that only share a broad subsystem or symptom theme. I don\u2019t see any overstatement of evidence here." + "feedback": "The summary is well grounded in the packet. The only accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by identical titles and very similar descriptions. The other soft-edge rejections are conservative and consistent with the issue titles/body summaries. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -10092,303 +10404,303 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 33, - "review_unit_count": 64, + "review_unit_index": 34, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:25251", - "issue:27957", + "issue:29127", "issue:29870", "issue:29942", + "issue:30064", "issue:32090", "issue:33290", "issue:33357", - "issue:34689", - "issue:35141", + "issue:34567", "issue:37428", - "issue:38175", + "issue:39692", "issue:40444", + "issue:41720", "issue:42175", "issue:42490", "issue:43257", "issue:43278", "issue:43299", - "issue:43329", "issue:43381", "issue:43526", - "issue:43575", "issue:43701", "issue:43873", "issue:43927", - "issue:44360", + "issue:43976", + "issue:44186", + "issue:44361", "issue:44448", - "issue:44464", - "issue:44493", + "issue:44466", "issue:44530", "issue:44561", "issue:44779", "issue:44855", + "issue:44871", "issue:44977", + "issue:45198", "issue:45229", "issue:45290", - "issue:45381", - "issue:45459", - "issue:45593", + "issue:45440", + "issue:45588", "issue:45698", + "issue:45823", "issue:45920", "issue:46192", - "issue:46234", "issue:46399", - "issue:46424", + "issue:46421", "issue:46655", - "issue:47000", + "issue:46858", "issue:47276" ], "soft_pairs": [ - "issue:32090|issue:33357", - "issue:42490|issue:43575", - "issue:38175|issue:44493", - "issue:44360|issue:44561", - "issue:45459|issue:46234", - "issue:45593|issue:47000", - "issue:27957|issue:34689", - "issue:29942|issue:35141", - "issue:29870|issue:32090", - "issue:43278|issue:43329", "issue:37428|issue:42175", - "issue:44464|issue:46424", - "issue:45290|issue:45381", "issue:43257|issue:43299", "issue:29870|issue:33290", - "issue:43278|issue:43381", "issue:44855|issue:46399", "issue:44448|issue:44977", "issue:40444|issue:43526", + "issue:43278|issue:43381", "issue:32090|issue:33290", - "issue:43927|issue:45698", "issue:25251|issue:32090", "issue:45290|issue:46655", + "issue:43927|issue:45698", "issue:44977|issue:45229", "issue:45920|issue:46192", "issue:44530|issue:47276", "issue:44561|issue:44779", "issue:42490|issue:43873", "issue:43873|issue:45229", - "issue:43381|issue:43701" + "issue:46421|issue:46858", + "issue:29127|issue:34567", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:44448|issue:44466", + "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:29942|issue:30064", + "issue:45588|issue:45823", + "issue:44361|issue:45198", + "issue:41720|issue:45229" ], - "prepared_review_unit_hash": "0f6e0d4e248bdaf68cfd44fba4e3d8c7a8252a9e7d1b9a85427bd0f52fffa422", + "prepared_review_unit_hash": "9228b21f712718a108847e7d9001775f98c4f4f567e6c543ea9ce3e18b3f81fc", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36160, - "estimated_input_tokens": 9040, - "estimated_eval_tokens": 18336 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36584, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of superficially similar but distinct transformer bugs/regressions; none of the proposed soft pairs look like true duplicates or mergeable fixes. If a single issue must anchor the cluster, the broadest regression report is the tokenizer v5 issue (#45920), but it still does not subsume the others.", - "confidence": 0.79, - "canonical_issue_reason": "#45920 is the broadest, most cross-cutting regression report in the set (multiple model families, tokenizer output wrong across versions) and is the best single anchor if one must be chosen.", + "summary": "This set is highly heterogeneous: the issues span unrelated tokenizer, training, cache, vision, and infrastructure bugs. No soft pair looks like the same underlying defect, so all candidate duplicate edges should be rejected. If one issue must anchor the cluster, 45920 is the broadest high-signal regression report.", + "confidence": 0.84, + "canonical_issue_reason": "No true duplicate canonical emerges from this mixed set; issue 45920 is the best anchor only because it is the broadest, most central regression report (wrong token IDs across multiple models).", "canonical_pr_reason": null, - "best_issue_reason": "#45920 has the widest scope and strongest 'umbrella regression' signal among the issues here, with multiple downstream references. It is the best representative issue, though not a duplicate of the rest.", + "best_issue_reason": "Issue 45920 is the strongest global representative: broad impact, multiple affected models, and a clear v5 tokenizer regression shape.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Different failures and environments: Trainer NoneType broadcast vs MacOS bus error on CLIP." + "reason": "Different subsystems and failure modes: missing flash-attention helper import vs missing TensorFlow backend in a torch install." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Unrelated problems: local-path import warning vs tensor-parallel OOM on a large Qwen model." + "reason": "Both mention Qwen3/MoE, but one is accelerate/deepspeed weight conversion and the other is a loading regression; not the same concrete bug." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 vs unexpected position-id key handling." + "reason": "BART generate() UnboundLocalError is unrelated to deepspeed/Adafactor OOM." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "One is a DSA/ReLU discussion, the other is a removed utility breaking trust_remote_code models." + "reason": "Both involve decorator/parsing issues, but they are different code paths, models, and crash causes." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Tokenizer protobuf error masking is unrelated to a missing import_utils availability helper." + "reason": "Different models and symptoms: Pegasus output drift vs Qwen3.5 flash-attention generation failure." }, { - "left": "issue:45593", - "right": "issue:47000", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Different training bugs: missing auxiliary losses vs infeasible cost matrix in RTDetrLoss." + "reason": "One is multi-image iterable dataset finetuning for Qwen2.5-VL; the other is a BeitImageProcessorFast label-reduction bug." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta is unrelated to Llama 3.2 Vision model loading regression." + "reason": "BF16/FP32 dtype drift in eval is unrelated to gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Failing FA2 tests and embedding reinitialization are different bugs with different code paths." + "reason": "Trainer NoneType broadcast error is not the same as an Adafactor/deepspeed OOM." }, { - "left": "issue:29870", + "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "BART decoder_attention_mask generation bug is distinct from Trainer _gpu_broadcast_one NoneType handling." + "reason": "Pipeline top_k output nesting has nothing to do with Trainer GPU broadcast NoneType errors." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to undefined video-token counting variables." + "reason": "Chat template tool-call handling and video padding calculation are unrelated bugs." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Missing flash-attention import helper and missing TensorFlow extra are unrelated packaging/import issues." + "reason": "Both involve save/load flows, but they affect different objects and have different breakages; not one underlying issue." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as cache-length handling for quantized cache." + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are distinct problems." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:45920", + "right": "issue:46192", "accept": false, - "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug are different multimodal failures." + "reason": "Tokenizer ID regression across models is unrelated to return_tensors being ignored when text_kwargs is passed." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:44530", + "right": "issue:47276", "accept": false, - "reason": "Both involve Qwen MOE loading, but one is accelerate+deepspeed weight conversion and the other is a version-specific loading regression." + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to a misleading synced_gpus warning." }, { - "left": "issue:29870", - "right": "issue:33290", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "BART generate-time mask bug is unrelated to Adafactor/deepspeed OOM." + "reason": "Removed helper breaking trust_remote_code models is a different regression from DeepSeek tokenizer output changes." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Eval dtype mismatch is a different problem from gradient checkpointing being disallowed in eval mode." + "reason": "Import warning for local paths does not match quantization/offloading behavior." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Python 3.13 IndentationError in scripted code is unrelated to Qwen3.5 kernel registration/decorator issues." + "reason": "Quantization/offloading behavior and multi-GPU OOM are related only broadly to memory, not the same bug." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Pegasus v4/v5 output differences and Qwen3.5 flash-attention generation issues are not the same bug." + "reason": "Both are cache/compile related, but one is spurious recompilation from lazy cache init and the other is device-tensor seq-length arithmetic on non-CUDA backends." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "LayoutLMv3 error messaging and TrainerState token counter updates are unrelated." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Trainer broadcast NoneType error and deepspeed Adafactor OOM are different failure modes." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatches." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Custom token IDs lost on save/load is a different bug than loading the wrong custom module after save_pretrained." + "reason": "EOS token config mismatch is not the same as a flash-attention generation failure." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Pipeline top_k nesting change is unrelated to Trainer broadcast errors." + "reason": "Different defect classes: generation output divergence vs serialization inconsistency of lm_head.weight." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Assistant tool-call chat-template crash and SmolVLM video padding bug affect different processor paths." + "reason": "MacOS CLIP bus error and SigLIP2 documentation/model-processor mismatch are separate issues." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Flash-attention generation failure for Qwen3.5 is unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save_pretrained/tokenization failure are different model-specific bugs." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Tokenizer IDs regression is distinct from silently ignoring return_tensors when text_kwargs is passed." + "reason": "MLukeTokenizer AttributeError is unrelated to the Wav2Vec2 save/tokenization failure." }, { - "left": "issue:44530", - "right": "issue:47276", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "PagedAttentionCache crash and a misleading synced_gpus warning are not the same underlying issue." + "reason": "Python version compatibility regression and DeepSeekV3MoE implementation divergence are different problems." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Removal of is_torch_fx_available breaks trust_remote_code models, while the other is a DeepSeek tokenizer regression." + "reason": "Flash Attention 2 test failures are unrelated to image processor void segmentation map handling." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Trailing-slash local model warning and quantization/offloading failure are unrelated." + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device-mismatch forward error are different code-path failures." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:46399", + "right": "issue:46858", "accept": false, - "reason": "Quantization/offloading behavior is not the same as a Gemma4 multi-GPU OOM." + "reason": "Qwen3.5 kernel registration decorator bug is unrelated to static-cache seq-length arithmetic." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Gradient checkpointing in eval and resume_from_checkpoint key mismatch are separate issues." + "reason": "Device-mapping cudaErrorAssert on Qwen3 differs from a multi-GPU OOM in Gemma4." } ] }, @@ -10403,297 +10715,304 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 34, - "review_unit_count": 64, + "review_unit_index": 35, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:29127", "issue:29870", - "issue:29942", - "issue:30064", "issue:33357", - "issue:34567", "issue:34689", - "issue:39692", - "issue:41720", + "issue:35141", "issue:42490", "issue:42915", "issue:42994", "issue:43065", "issue:43278", + "issue:43334", "issue:43381", "issue:43412", + "issue:43421", + "issue:43526", + "issue:43531", "issue:43575", "issue:43611", "issue:43653", "issue:43701", "issue:43756", - "issue:43976", "issue:43994", "issue:44077", - "issue:44186", "issue:44206", "issue:44265", - "issue:44361", + "issue:44387", "issue:44442", - "issue:44448", - "issue:44466", "issue:44479", "issue:44568", "issue:44743", - "issue:44871", "issue:44977", "issue:45198", - "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", "issue:45440", + "issue:45459", "issue:45491", "issue:45563", "issue:45588", + "issue:45593", + "issue:45712", "issue:45803", - "issue:45823", "issue:46121", - "issue:46421", - "issue:46858", + "issue:46693", + "issue:46701", + "issue:47217", "issue:47276" ], "soft_pairs": [ - "issue:29127|issue:34567", - "issue:46421|issue:46858", - "issue:44871|issue:44977", - "issue:44448|issue:44466", - "issue:33357|issue:39692", - "issue:44186|issue:45198", - "issue:45588|issue:45823", "issue:43278|issue:43575", - "issue:41720|issue:45229", - "issue:43976|issue:45440", - "issue:44361|issue:45198", - "issue:29942|issue:30064", - "issue:43611|issue:46121", "issue:45198|issue:45803", + "issue:43611|issue:46121", "issue:44206|issue:44479", - "issue:29870|issue:34689", - "issue:43412|issue:45588", "issue:44568|issue:45491", + "issue:43412|issue:45588", + "issue:29870|issue:34689", + "issue:43756|issue:45440", "issue:44077|issue:47276", "issue:43653|issue:44743", - "issue:43756|issue:45440", "issue:44977|issue:45563", - "issue:42915|issue:42994", "issue:43653|issue:44442", "issue:44265|issue:45198", + "issue:42915|issue:42994", "issue:43065|issue:43994", "issue:43575|issue:43701", "issue:29127|issue:33357", - "issue:42490|issue:43381" + "issue:45491|issue:46693", + "issue:42490|issue:43381", + "issue:43065|issue:45412", + "issue:43994|issue:45412", + "issue:29127|issue:35141", + "issue:45372|issue:45588", + "issue:43575|issue:44387", + "issue:45440|issue:45593", + "issue:43526|issue:47217", + "issue:45406|issue:46701", + "issue:45459|issue:45712", + "issue:43334|issue:43531", + "issue:43421|issue:45491" ], - "prepared_review_unit_hash": "faae28623013f8437d73660a7e1d10ab680fb412ab180dc0845b76b72d1600e2", + "prepared_review_unit_hash": "8e1e92483d788333098e08dcd7270f58292bc0a8169b46fa5aea8533c4985664", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36515, - "estimated_input_tokens": 9129, - "estimated_eval_tokens": 18514 + "soft_pair_count": 30, + "serialized_chars": 36990, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most pairs share only a broad subsystem theme (tokenizers, cache, vision, generation, compile), but they do not describe the same concrete bug or change. No soft edge should be accepted.", - "confidence": 0.94, - "canonical_issue_reason": "issue:29942 is the broadest regression-style issue here and the closest umbrella for several attention/flash-attention related candidates, but it is still not a true duplicate of them.", + "summary": "No soft pair looks like the same underlying bug/change. The set is a heterogeneous mix of unrelated regressions across models, tokenizers, export, quantization, warnings, and memory behavior.", + "confidence": 0.97, + "canonical_issue_reason": "No issue is a true canonical duplicate for this cluster; issue 44387 is only the least-arbitrary fallback because it has the most discussion/inbound activity, but it does not unify the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29942 has the strongest generality and regression framing among the set, so it is the best available anchor even though the cluster is not a clean duplicate group.", + "best_issue_reason": "issue 44387 is the strongest standalone representative by activity and impact, but the cluster is too diverse for it to serve as a genuine duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Different components and failures: LayoutLMv3 box/clarity error handling vs TrainerState token counting." + "reason": "BF16/FP32 dtype drift in eval is unrelated to tensor-parallel OOM on loading a Qwen2 model." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Both involve cache/compile behavior, but one is lazy cache init causing recompilation and the other is device-tensor seq length breaking slice arithmetic." + "reason": "save_pretrained/tokenization failure is a different code path from a bare-except swallowing errors in FuyuBatchFeature." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Gemma eos-token config mismatch vs Qwen flash-attention generation failure; unrelated code paths." + "reason": "base_model_prefix loading breakage is unrelated to rope-validation argument typing." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Different bugs: Pegasus v4/v5 output drift vs inconsistent lm_head.weight serialization/tied-weights behavior." + "reason": "unsupported center arg in LasrFeatureExtractor is a different regression than the video-input path breakage." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Both touch vision models, but one is a MacOS bus error with a community CLIP model and the other is a SigLIP2 doc example/model-processor mismatch plus quantization issues." + "reason": "tokenizer special-token insertion is unrelated to Gemma3 sliding-window NaN embeddings." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash and Wav2Vec2 save/tokenization failure are distinct tokenization/save paths." + "reason": "executorch export guard/erfinv failure is a different bug from flash-attention crashing on s_aux=None." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:29870", + "right": "issue:34689", "accept": false, - "reason": "Both are attention/device-related, but one is a flash_attention.py crash on sink-less models and the other is a Gemma4 PLE device-map forward mismatch." + "reason": "BART generate decoder_attention_mask scoping bug is unrelated to Llama 3.2 Vision model loading." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "BF16-to-FP32 eval dtype drift is unrelated to tensor-parallel OOM on Qwen2-57B." + "reason": "both are model correctness issues, but they affect different architectures and code paths." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44077", + "right": "issue:47276", "accept": false, - "reason": "Both mention GPU memory/dispatch, but one is a cudaErrorAssert on A800 with auto device mapping and the other is a multi-GPU CUDA OOM for Gemma4 31B-IT." + "reason": "patchtsmixer post_init policy and a synced_gpus warning text issue are unrelated." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Python version compatibility break vs divergence from remote DeepSeekV3 implementation; different root causes." + "reason": "BigBird special-token registration is unrelated to Qwen3.5 recurrent state reset logic." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks is not the same bug as Wav2Vec2 save_pretrained/tokenization failure." + "reason": "flash-attention generation failure and a stale num_return_sequences warning are different behaviors." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated test/runtime problems." + "reason": "tokenizer special-token decode bug does not match FastSpeech2ConformerTokenizer loading failure." }, { - "left": "issue:43611", - "right": "issue:46121", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Base_model_prefix loading regression and rope-parameter list TypeError are separate config/loading issues." + "reason": "torch.export with torch_compilable_check is a different subsystem than Wav2Vec2 save/tokenization." }, { - "left": "issue:45198", - "right": "issue:45803", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and bare except swallowing errors in Fuyu batch conversion are different bugs." + "reason": "FP8 config failure in Qwen3Moe and quantized saving failure are distinct quantization bugs." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and a Qwen video-input regression are distinct preprocessing/model issues." + "reason": "dummy Conv2d cleanup in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline output quality." }, { - "left": "issue:29870", - "right": "issue:34689", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "BART generate decoder_attention_mask bug and Llama 3.2 Vision model-loading regression are unrelated." + "reason": "tensor-parallel OOM on load is unrelated to resume_from_checkpoint key mismatch." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Executorch export guard/erfinv support issue is not the same as the flash_attention sink-less-model crash." + "reason": "LayoutLMv3 box-clarity messaging is unrelated to a CLIP bus error on macOS." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Tokenizer special-token addition regression and Gemma3 NaN embeddings with mixed-length batching are different failures." + "reason": "Gemma3 NaN embeddings and a FA2 long-context performance regression are different failure modes." }, { - "left": "issue:44077", - "right": "issue:47276", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "patchtsmixer post_init validation and a misleading synced_gpus warning are unrelated." + "reason": "slash-path import warning is unrelated to gradient-checkpointing restrictions in eval mode." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug and Qwen3.5 recurrent-state reset bug do not share the same code path." + "reason": "dummy class cleanup in Sam3PixelDecoder is unrelated to RT-DETR memory release after deletion." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Smollm3 RoPE-layer discrepancy and DeepseekV3 implementation divergence are different model-definition issues." + "reason": "SigLIP2 bad outputs and RT-DETR GC/memory lifecycle are unrelated." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and stale num_return_sequences warning are unrelated generate-path issues." + "reason": "LayoutLMv3 error messaging is unrelated to embedding reinitialization after resize/post_init." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized model saving failure are separate quantization issues." + "reason": "ReasoningEffort import failure in Gemma 4 loading is unrelated to a flash-attention AttributeError." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "BigBirdTokenizer decode/output bug and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer problems." + "reason": "Qwen2 tensor-parallel OOM is not the same root cause as the int4 CUDA reserved-memory regression." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "torch.export/exportability with torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "DeepseekV3MoE implementation divergence is unrelated to missing auxiliary losses in D-FINE." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:43526", + "right": "issue:47217", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs are not the same underlying bug." + "reason": "BeitImageProcessorFast label reduction is unrelated to VL image-placeholder handling." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B-A14B-Instruct and resume_from_checkpoint key mismatch are unrelated." + "reason": "Gemma4 processor `_tokenizer` crash is unrelated to DiffusionGemmaGenerationOutput pipeline behavior." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "LayoutLMv3 box-message clarity issue and CLIP MacOS bus error are different failures." + "reason": "protobuf-exception masking in tokenizers is unrelated to leftover dummy classes leaking into `dir(transformers)`." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Trailing-slash local model import warning and gradient-checkpointing-in-eval-mode limitation are not duplicates." + "reason": "missing `pad_token_id` on Qwen3-VL text config is unrelated to sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "runtime post-processor updates in TokenizersBackend are unrelated to Gemma3 NaN embeddings." } ] }, @@ -10708,14 +11027,14 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 35, - "review_unit_count": 64, + "review_unit_index": 36, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:27957", "issue:29127", @@ -10723,309 +11042,275 @@ "issue:34689", "issue:35141", "issue:42915", - "issue:43065", "issue:43066", + "issue:43262", "issue:43316", - "issue:43334", "issue:43381", - "issue:43421", "issue:43526", - "issue:43531", - "issue:43575", + "issue:43646", + "issue:43761", "issue:43824", "issue:43873", "issue:43931", "issue:43994", + "issue:44077", + "issue:44206", "issue:44279", - "issue:44387", "issue:44442", "issue:44462", + "issue:44514", "issue:44625", + "issue:44743", + "issue:44811", "issue:44857", + "issue:44898", "issue:45072", "issue:45245", "issue:45250", "issue:45372", + "issue:45381", "issue:45406", "issue:45412", - "issue:45440", "issue:45459", - "issue:45491", "issue:45563", "issue:45584", "issue:45588", - "issue:45593", - "issue:45712", "issue:45834", + "issue:45859", + "issue:46121", "issue:46369", + "issue:46399", "issue:46640", "issue:46693", - "issue:46701", "issue:46821", - "issue:47217", "issue:47312" ], "soft_pairs": [ - "issue:45491|issue:46693", - "issue:43065|issue:45412", - "issue:29127|issue:35141", - "issue:43575|issue:44387", - "issue:43994|issue:45412", - "issue:45372|issue:45588", - "issue:45440|issue:45593", - "issue:43526|issue:47217", - "issue:45459|issue:45712", - "issue:43334|issue:43531", - "issue:45406|issue:46701", - "issue:43421|issue:45491", "issue:44442|issue:45072", - "issue:44625|issue:45584", "issue:45250|issue:46640", + "issue:44625|issue:45584", "issue:45372|issue:45406", "issue:45412|issue:46369", "issue:45245|issue:45563", "issue:43066|issue:44462", - "issue:43526|issue:45834", "issue:45372|issue:45459", + "issue:43526|issue:45834", + "issue:43526|issue:46693", "issue:27957|issue:33290", - "issue:33290|issue:34689", - "issue:33290|issue:35141", "issue:27957|issue:29127", - "issue:43526|issue:46693", "issue:43994|issue:46369", + "issue:33290|issue:34689", + "issue:33290|issue:35141", "issue:43824|issue:44279", "issue:43381|issue:43873", "issue:42915|issue:43931", "issue:44857|issue:45588", "issue:45588|issue:46821", - "issue:43316|issue:47312" + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43316|issue:47312", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:44743|issue:44811" ], - "prepared_review_unit_hash": "a5af1a5dcd6ecfe8600fb4366e3110ff13826e66fd8359a615ff3345e1361694", + "prepared_review_unit_hash": "d770b8b9f5e969cdcc42993aae85b9490fc4acae5da58e30a0269f3e43e5e50f", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36662, - "estimated_input_tokens": 9166, - "estimated_eval_tokens": 18588 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35870, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs share only broad subsystem/topic overlap (Qwen, Gemma, Flash Attention, tokenizers, OOM, etc.) but not the same concrete bug or change. No duplicate pairs stand out as mergeable into one issue/PR.", - "confidence": 0.95, + "summary": "These issues are largely unrelated and only loosely similar by subsystem or keywords. I don\u2019t see any soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45491", - "right": "issue:46693", - "accept": false, - "reason": "Different bugs: Gemma3 mixed-length batching NaNs vs FA2 long-context performance regression." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Unrelated models/problems: Sam3PixelDecoder dummy Conv2d vs RT-DETR memory not released." - }, - { - "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "Different code paths: LayoutLMv3 error messaging vs token embedding resize reinitialization." - }, - { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "Both are OOM reports, but one is TP loading OOM for Qwen2-57B and the other is int4 quantization memory growth in 5.x." - }, - { - "left": "issue:43994", - "right": "issue:45412", - "accept": false, - "reason": "Different subsystems: SigLIP2 inference mismatch vs RT-DETR memory lifecycle." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma 4 processor import/dependency failure vs flash_attention.py crash on s_aux=None." - }, - { - "left": "issue:45440", - "right": "issue:45593", - "accept": false, - "reason": "Different model behaviors: DeepseekV3MoE divergence vs D-FINE auxiliary-loss handling." - }, - { - "left": "issue:43526", - "right": "issue:47217", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to VL image-placeholder handling." - }, - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Tokenizer error masking bug vs leftover dummy classes cleanup; not the same underlying issue." - }, - { - "left": "issue:43334", - "right": "issue:43531", - "accept": false, - "reason": "Qwen3-VL pad_token_id loading error vs Qwen3-MoE sliding_window behavior." - }, - { - "left": "issue:45406", - "right": "issue:46701", - "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve vs DiffusionGemmaGenerationOutput pipeline failure." - }, - { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "Runtime special-token post-processing bug vs Gemma3 NaN embeddings; different failure modes." - }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure vs dtype mismatch in bfloat16 inference; unrelated." + "reason": "Both touch tokenization/model inference, but one is a tokenizer loading bug and the other is a bf16 dtype mismatch; different failure modes." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Qwen3.5 num_labels propagation bug vs Whisper empty-transcription generation failure." + "reason": "Both mention Flash Attention 2, but one is a generic topic issue and the other is a specific crash/regression; not the same concrete bug." }, { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Both mention Flash Attention 2, but the titles are too generic and don't show the same concrete bug." + "reason": "Different models and code paths: config propagation for Qwen3.5 vs Whisper generation after token alignment." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma 4, but one is an import dependency issue and the other is a processor attribute crash." + "reason": "Gemma processor import failure and Gemma4 processor missing attribute are separate processor-loading bugs." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Different memory issues in different models: RT-DETR GC leak vs Sam3 litetext overflow." + "reason": "Both are memory-related, but one is a deletion/GC leak and the other is runtime overflow on a different model." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error vs stale num_return_sequences warning; unrelated." + "reason": "Unrelated issues: category cardinality limit vs a stale generate warning." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Tokenizer decoder type mismatch in v5 vs AutoTokenizer ignoring tokenizer.json; different bugs." - }, - { - "left": "issue:43526", - "right": "issue:45834", - "accept": false, - "reason": "Different processor bugs: Beit label reduction vs Kosmos2.5 long OCR index error." + "reason": "Both involve tokenizers, but one is decoder-type mismatch in v5 and the other is AutoTokenizer ignoring tokenizer.json." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 dependency import failure vs protobuf-related tokenizer exception masking." + "reason": "One is a missing dependency import error; the other is tokenizer error masking when protobuf is absent." }, { - "left": "issue:27957", - "right": "issue:33290", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "XLMRoberta Flash Attention 2 support vs Adafactor+DeepSpeed OOM; unrelated." + "reason": "Different image-processing bugs: BEiT label reduction vs Kosmos2.5 long OCR index overflow." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43526", + "right": "issue:46693", "accept": false, - "reason": "Different issues: Adafactor/DeepSpeed OOM vs Llama 3.2 vision model loading breakage." + "reason": "No same bug here; one is an image processor label bug, the other a Flash Attention performance regression." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "OOM during training vs embedding reinit after resize; not the same bug." + "reason": "XLMRoberta Flash Attention 2 support and Adafactor/DeepSpeed OOM are unrelated." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 support issue vs LayoutLMv3 error-message clarity; unrelated." + "reason": "Flash Attention/model support issue vs LayoutLMv3 error-message clarity issue." }, { - "left": "issue:43526", - "right": "issue:46693", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "BeitImageProcessorFast label reduction vs FA2 long-context performance regression; different components." + "reason": "Different problems: nonsensical SigLIP2 outputs vs memory overflow on sam3-litetext." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM in training optimizer setup and a model-loading regression for Llama 3.2 Vision are distinct." + }, + { + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "SigLIP2 inference issue vs Sam3 litetext memory overflow; unrelated." + "reason": "Different failure classes: DeepSpeed OOM vs embedding reinitialization after resize." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Missing Qwen2_5_VL import vs generic dependency issue; no clear same bug." + "reason": "Import error for a specific model class is not the same as a broad dependency issue." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs quantization offloading behavior; different code paths." + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading behavior are separate concerns." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch; different model/config bugs." + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different bugs in different model paths." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP crash vs flash_attention s_aux=None crash; unrelated." + "reason": "AMP/CUDA loss crash and flash-attention sink handling crash are unrelated." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Flash-attention sinkless-model crash vs TimesFM window_size AttributeError; different components." + "reason": "Flash Attention sink-less model crash and TimesFM window_size AttributeError do not share the same code path." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both are config/validation related, but one is a rope-params TypeError and the other is a kernel-registration decorator error." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; different bugs." }, { "left": "issue:43316", "right": "issue:47312", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs kernels 0.16 compatibility issue; unrelated." + "reason": "Gemma3TextConfig API mismatch and kernel compatibility are not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5 custom model initialization breakage is broader than the patchtsmixer post_init rule change." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer loading failure for a tokenizer class vs Perceiver non-default-resolution failure are different model-loading issues." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default and feature-extractor center-arg crash are separate audio bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." } ] }, @@ -11040,14 +11325,14 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 36, - "review_unit_count": 64, + "review_unit_index": 37, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:25251", "issue:27957", @@ -11056,14 +11341,16 @@ "issue:42175", "issue:42490", "issue:42617", - "issue:43262", "issue:43316", "issue:43493", "issue:43525", + "issue:43550", "issue:43575", + "issue:43606", "issue:43643", - "issue:43646", + "issue:43701", "issue:43720", + "issue:43742", "issue:43749", "issue:43761", "issue:43827", @@ -11071,245 +11358,250 @@ "issue:43931", "issue:44062", "issue:44077", - "issue:44206", + "issue:44079", + "issue:44190", "issue:44442", "issue:44479", - "issue:44514", + "issue:44496", "issue:44743", - "issue:44811", "issue:44855", "issue:44871", - "issue:44898", "issue:44913", "issue:44964", "issue:44977", "issue:44987", "issue:45137", + "issue:45216", "issue:45245", "issue:45325", - "issue:45381", "issue:45440", "issue:45759", - "issue:45859", + "issue:45803", "issue:45907", - "issue:46121", "issue:46178", "issue:46234", - "issue:46399", + "issue:46506", "issue:46697" ], "soft_pairs": [ - "issue:46121|issue:46399", - "issue:43646|issue:44077", - "issue:44514|issue:45381", - "issue:44442|issue:44898", - "issue:43761|issue:45859", - "issue:44743|issue:44811", - "issue:43262|issue:44206", - "issue:44977|issue:45245", "issue:45325|issue:46697", + "issue:44977|issue:45245", "issue:43720|issue:44442", - "issue:42490|issue:44743", "issue:42175|issue:46234", + "issue:42490|issue:44743", "issue:44077|issue:44479", "issue:27957|issue:29870", - "issue:43873|issue:44871", "issue:43493|issue:43827", - "issue:43316|issue:45759", - "issue:43643|issue:44913", + "issue:43873|issue:44871", "issue:44062|issue:45907", + "issue:43316|issue:45759", "issue:44964|issue:45440", + "issue:43643|issue:44913", "issue:43316|issue:43525", - "issue:43749|issue:43931", "issue:25251|issue:28282", + "issue:43749|issue:43931", "issue:44987|issue:46178", "issue:44855|issue:45137", - "issue:42617|issue:43575" + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43701|issue:46506", + "issue:43761|issue:44079", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:44442|issue:45803" ], - "prepared_review_unit_hash": "2ea358fb614eb8f32428edd6921c97d91f29c76ab5fd777c3f4465d6062deec1", + "prepared_review_unit_hash": "3db4641326053355965e685c6579ea9dbaff948d0adefc0bf268ba51826e0bc9", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35713, - "estimated_input_tokens": 8929, - "estimated_eval_tokens": 18114 + "soft_pair_count": 27, + "serialized_chars": 35881, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated Transformers issues. The soft-similarity pairs share only superficial subsystem or model-family overlap, not the same concrete bug/change, so no merges are justified.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This set is not a real duplicate cluster: the issues span many unrelated bugs, configs, regressions, and docs cleanup. The soft links are mostly superficial keyword overlap rather than the same underlying defect.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No single issue is a good cluster representative; the soft pairs do not indicate a common root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46121", - "right": "issue:46399", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Different failures: rope-parameter validation TypeError vs missing decorator for Qwen3.5 kernel registration." + "reason": "Both involve vision/image behavior, but one is Qwen2.5-VL rope position scaling and the other is Swin2SR padding; different code paths." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Both involve initialization, but one is generic custom-model init breakage and the other is a patchtsmixer-specific post_init policy change." + "reason": "Flash-attention generation bug vs category-count limit error; unrelated failures." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video position-id computation." + "reason": "BitNet accelerate-loading issue vs tokenizer loading failure; different subsystems." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:42175", + "right": "issue:46234", "accept": false, - "reason": "Different subsystems and errors: tokenizer loading vs Perceiver image resizing/interpolation." + "reason": "Backend packaging/install issue vs missing utility function; not the same bug." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:42490", + "right": "issue:44743", "accept": false, - "reason": "Unrelated models and code paths: CLIPVision hidden_states regression vs Qwen3.5-MoE rotary embedding CPU offload." + "reason": "Local-path import warning vs Qwen recurrent-state reset; unrelated." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Recurrent cache-state reset bug is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Model config validation change vs video-input regression; no shared root cause." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:27957", + "right": "issue:29870", "accept": false, - "reason": "Both are audio-related, but apply_chat_template sampling-rate defaulting is unrelated to LasrFeatureExtractor center-arg crash." + "reason": "Both touch generation/model code, but XLMRoberta Flash Attention 2 and BART decoder_attention_mask are different problems." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Different bugs: Qwen3.5 flash-attention generation regression vs category-count limit runtime error." + "reason": "Model implementation discrepancy vs docs still referencing removed pipeline API; unrelated." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Still-image Qwen2.5-VL RoPE scaling bug is unrelated to Swin2SR image over-padding." + "reason": "Quantization/offload behavior vs Gemma EOS-token config mismatch; different defects." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:44062", + "right": "issue:45907", "accept": false, - "reason": "BitNet packed-weight loading failure is unrelated to FastSpeech2Conformer tokenizer loading." + "reason": "Tokenizer AddedToken argument collision vs Hub API revision forwarding; unrelated." }, { - "left": "issue:42490", - "right": "issue:44743", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Local-path import warning and recurrent-state cache reset are unrelated." + "reason": "Both are config-related, but one is Gemma3TextConfig API inconsistency and the other is unwrapping text_config for composite Qwen configs." }, { - "left": "issue:42175", - "right": "issue:46234", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "Packaging/backend availability issues, but different backends and failure modes (tensorflow missing in torch install vs missing import_utils symbol)." + "reason": "Phi-4 multimodal load failure vs DeepseekV3MoE divergence; different model families and issues." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated." + "reason": "trust_remote_code missing fields vs rotary_pct not persisting on reload; unrelated config bugs." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different models and missing fields: Gemma3TextConfig API discrepancy vs Llama4Config pad_token_id absence." + }, + { + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Both touch generation/model behavior, but Flash Attention 2 on XLM-Roberta is unrelated to BART decoder_attention_mask UnboundLocalError." + "reason": "Pipeline top_k nesting bug vs missing PyTorch environment error; unrelated." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id config mismatch." + "reason": "FSDP CPU RAM-efficient loading breakage vs Qwen3-VL shape mismatch; different loading paths." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:44987", + "right": "issue:46178", "accept": false, - "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + "reason": "Loading a specific repo on transformers>=5.1.0 vs missing tensorflow_text backend mapping; unrelated." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:44855", + "right": "issue:45137", "accept": false, - "reason": "Both are config API issues, but they concern different models and different missing/unwrapped fields." + "reason": "TorchScript import parsing error vs DeepSpeed ZeRO3 deque pop error; different code paths." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Both involve config persistence, but one is trust_remote_code missing fields and the other is GPTNeoX rotary_pct reload behavior." + "reason": "Unable to run a script vs OOM while loading a large model with tp; not the same bug." }, { - "left": "issue:44062", - "right": "issue:45907", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "AddedToken argument collision is unrelated to list_repo_files forwarding revision." + "reason": "torch.compile/SDPA bug in Bamba vs resume_from_checkpoint key mismatch; unrelated." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Different model-loading regressions with different architectures and failure mechanisms." + "reason": "Local dataset loading issue vs unrecognized model config; different failure modes." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "API/config discrepancies, but not the same bug: Gemma3TextConfig mismatch vs missing pad_token_id on Llama4Config." + "reason": "Weight-shape mismatch on load vs save_pretrained regression; not the same underlying issue." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43701", + "right": "issue:46506", "accept": false, - "reason": "FSDP CPU RAM efficient loading failure is unrelated to Qwen3-VL weight-shape mismatch." + "reason": "Checkpoint resume key mismatch vs CPU/CUDA output divergence; unrelated." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch installation." + "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment bug; both about outputs, but not the same defect." }, { - "left": "issue:44987", - "right": "issue:46178", + "left": "issue:43606", + "right": "issue:43701", "accept": false, - "reason": "Both mention loading/backends, but one is a model load regression and the other is an import_utils backend mapping error." + "reason": "CPU offload device mismatch vs checkpoint resume key mismatch; unrelated." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Python 3.13 torch.jit parsing error is unrelated to DeepSpeed ZeRO3 deque IndexError." + "reason": "Large-model tp OOM vs MobileLLM key error; different bugs." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "Both are distributed/parallel-related, but one is a script execution issue and the other is tensor-parallel OOM on a specific model." + "reason": "Tokenizer load failure vs bare-except swallowing errors in FuyuBatchFeature; unrelated." } ] }, @@ -11324,14 +11616,14 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 37, - "review_unit_count": 64, + "review_unit_index": 38, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:16998", "issue:22355", @@ -11339,267 +11631,261 @@ "issue:32090", "issue:42490", "issue:42907", + "issue:43065", "issue:43232", "issue:43295", "issue:43316", + "issue:43352", "issue:43388", "issue:43404", "issue:43441", "issue:43452", - "issue:43550", - "issue:43575", - "issue:43606", + "issue:43540", "issue:43646", - "issue:43701", "issue:43716", - "issue:43742", "issue:43761", "issue:43825", - "issue:43931", "issue:44077", - "issue:44079", + "issue:44162", "issue:44188", - "issue:44190", - "issue:44442", "issue:44464", "issue:44496", + "issue:44514", "issue:44521", "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", "issue:44871", "issue:44913", - "issue:45216", + "issue:45381", "issue:45584", "issue:45698", "issue:45803", "issue:46050", "issue:46234", "issue:46291", + "issue:46365", + "issue:46369", "issue:46421", - "issue:46506", + "issue:46640", "issue:46829", "issue:46932", "issue:47217", "issue:47276" ], "soft_pairs": [ - "issue:43550|issue:43701", - "issue:44190|issue:44496", - "issue:43701|issue:46506", - "issue:43931|issue:45216", - "issue:43575|issue:43742", - "issue:43606|issue:43701", - "issue:43761|issue:44079", - "issue:44442|issue:45803", + "issue:43232|issue:43388", "issue:27957|issue:32090", "issue:42490|issue:47276", - "issue:43232|issue:43388", "issue:46829|issue:46932", "issue:43761|issue:44188", "issue:43295|issue:44871", - "issue:43316|issue:43716", "issue:43295|issue:43825", - "issue:42907|issue:45698", + "issue:43316|issue:43716", "issue:44871|issue:45584", - "issue:16998|issue:22355", + "issue:42907|issue:45698", "issue:44521|issue:47217", + "issue:16998|issue:22355", "issue:44077|issue:44534", "issue:43646|issue:44913", "issue:46234|issue:46291", "issue:43452|issue:44496", "issue:44871|issue:46050", "issue:44464|issue:46421", - "issue:43404|issue:43441" + "issue:43404|issue:43441", + "issue:43352|issue:46640", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43540|issue:44514", + "issue:44610|issue:46369", + "issue:45381|issue:47217", + "issue:43065|issue:44617" ], - "prepared_review_unit_hash": "1f1de4285b70781f2d62a700c6e0c615441ffc4f6f535680751ba74cdedf18c7", + "prepared_review_unit_hash": "1deaffa48e3ee103726cd2fb19f2946ea70a763bca6d0eab95d2bf4353bd0d55", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35161, - "estimated_input_tokens": 8791, - "estimated_eval_tokens": 17838 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35372, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the pairs share broad Transformers vocabulary (loading, generation, compile, multimodal, v5 regressions) but not the same concrete bug or code path. I would not merge any soft-edge pair as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": null, + "summary": "The cluster is heterogeneous: most pairs are only superficially similar and do not share the same concrete bug or change. None of the soft edges should be merged as duplicates; treat this as a loose topical grouping rather than a true duplicate cluster.", + "confidence": 0.92, + "canonical_issue_reason": "If a representative issue is needed, issue:44521 is the best anchor: it is the most central active multimodal/template regression report with the strongest discussion/inbound signals. It is still not a duplicate of the other items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest representative of the set: a generic Transformers v5 initialization regression affecting custom models, with the widest scope among otherwise unrelated issues.", + "best_issue_reason": "issue:44521 is the strongest representative of the cluster\u2019s broad multimodal-chat-template area, but only as an anchor, not as a duplicate target for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43550", - "right": "issue:43701", - "accept": false, - "reason": "Different failures: torch.compile/SDPA model OOM vs resume_from_checkpoint key mismatch." - }, - { - "left": "issue:44190", - "right": "issue:44496", - "accept": false, - "reason": "Local dataset loading script error vs unrecognized model/config.json model_type error." - }, - { - "left": "issue:43701", - "right": "issue:46506", - "accept": false, - "reason": "Checkpoint key mismatch is unrelated to CPU/CUDA divergent outputs." - }, - { - "left": "issue:43931", - "right": "issue:45216", - "accept": false, - "reason": "Shape-mismatch loading bug vs save_pretrained producing incorrect checkpoint contents." - }, - { - "left": "issue:43575", - "right": "issue:43742", - "accept": false, - "reason": "OOM during tensor-parallel load on Qwen vs key error loading a different model family." - }, - { - "left": "issue:43606", - "right": "issue:43701", - "accept": false, - "reason": "CPU offload device mismatch is a different code path from checkpoint resume key mismatch." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "Hidden_states regression in CLIPVisionModel is not the same as ModelOutput key assignment behavior." - }, - { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Tokenizer loading failure vs FuyuBatchFeature exception handling; distinct components and bugs." + "reason": "Different code paths: synced_gpus/generation kwargs update vs gather_for_metrics truncating tuple labels." }, { "left": "issue:27957", "right": "issue:32090", "accept": false, - "reason": "FlashAttention support issue for XLMRoberta vs Trainer GPU broadcast NoneType error." + "reason": "XLMRoberta FlashAttention support and Trainer _gpu_broadcast_one NoneType errors are unrelated." }, { "left": "issue:42490", "right": "issue:47276", "accept": false, - "reason": "Local path import warning differs from the synced_gpus warning text issue." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs after sync_gpus vs gather_for_metrics dropping tuple labels are unrelated." + "reason": "Import warning for trailing-slash local model paths vs a misleading synced_gpus warning message; different warning sites." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism hidden_states misassignment is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Hidden-states output bug in VideoPrism classification is not the same as Gemma4 quantized embedder dtype casting." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVision hidden_states regression and attention-kernel branching divergence are different bugs." + "reason": "CLIPVision hidden_states regression and torch.compile attention-kernel divergence are separate issues." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom model processor/tokenizer regression is unrelated to Gemma eos_token_id inconsistency." - }, - { - "left": "issue:43316", - "right": "issue:43716", - "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs image preprocessor/model dtype mismatch are different issues." + "reason": "Processor/tokenizer API regression and Gemma eos_token_id config mismatch are different failures." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression does not match a pipeline error-message wording bug." + "reason": "Custom processor/tokenizer regression is unrelated to pipeline translation-task messaging." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Both involve save/load, but one is dequantized save failure and the other wrong custom module reload." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch do not share a concrete bug." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token configuration mismatch is unrelated to Whisper empty-transcription handling after align_special_tokens." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "model_max_length question is unrelated to missing transformers.onnx import." + "reason": "Both involve save/load flows, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained." }, { "left": "issue:44521", "right": "issue:47217", "accept": false, - "reason": "Both are multimodal-template issues, but all-zero assistant masks and image-placeholder-in-user-text failures are not the same bug." + "reason": "Both concern multimodal chat/template handling, but one is assistant_masks going all zero and the other is image-placeholder placement causing model failure; not the same bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length handling for DeBERTa-V3 is unrelated to missing transformers.onnx import." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Optional post_init validation and non-persistent buffer junk are different v5 problems." + "reason": "patchtsmixer post_init policy and non-persistent buffer junk in v5 are unrelated changes." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization regression is not the same as rotary_pct failing to persist on reload." + "reason": "Custom model initialization breakage and GPTNeoXConfig rotary_pct reload regression are different code paths." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils helper vs pipelines import failing on kernels dependency versioning are unrelated." + "reason": "Missing import_utils symbol and kernels v0.15 dependency/version import failure are separate import issues." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file handling in from_pretrained is different from missing model_type in config.json." + "reason": "gguf_file breaking from_pretrained and unrecognized model_type config loading are both load failures, but not the same underlying problem." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token mismatch and sinq quantized save/load breakage are separate serialization/config bugs." + "reason": "Gemma eos_token_id mismatch and quantized-model save/load breakage are unrelated." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Both mention chunked generation/compile, but inconsistent outputs and cache lazy-init recompilation are different code-path problems." + "reason": "Compiled-forward generation inconsistency and chunked-prefill cache lazy-init recompilation are adjacent but not the same concrete bug." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 lm_head weight tying and Ministral-3 FlashAttention failure are distinct model bugs." + "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention support are different model bugs." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A model-specific FlashAttention 2 unsupported error is not the same as a generic flash-attention issue report." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion and Trainer import depending on datasets are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to apply_chat_template padding=False batched crash." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo processor/model size mismatch and sam3-litetext memory overflow are not the same issue." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Wrong vision_position_ids for Qwen2.5-VL video inputs is different from image-placeholder-in-user-text failures." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are distinct problems." } ] }, @@ -11614,45 +11900,49 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 38, - "review_unit_count": 64, + "review_unit_index": 39, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:25251", "issue:27957", + "issue:29870", "issue:35141", "issue:41950", "issue:42490", - "issue:43065", - "issue:43352", + "issue:43388", "issue:43475", "issue:43504", "issue:43525", "issue:43531", - "issue:43540", "issue:43572", "issue:43650", + "issue:43673", + "issue:43688", "issue:43931", "issue:44060", - "issue:44162", + "issue:44190", "issue:44242", "issue:44479", - "issue:44514", "issue:44534", - "issue:44610", - "issue:44617", + "issue:44734", + "issue:44743", "issue:44792", + "issue:44855", "issue:44913", + "issue:44964", "issue:44977", "issue:45127", "issue:45200", - "issue:45381", + "issue:45405", + "issue:45406", "issue:45542", + "issue:45588", "issue:45600", "issue:45632", "issue:45698", @@ -11662,227 +11952,224 @@ "issue:46178", "issue:46202", "issue:46234", - "issue:46365", - "issue:46369", "issue:46424", - "issue:46640", "issue:46693", "issue:46697", "issue:46894", "issue:47217" ], "soft_pairs": [ - "issue:43352|issue:46640", - "issue:44162|issue:44792", - "issue:45803|issue:46365", - "issue:43540|issue:44514", "issue:43572|issue:46178", - "issue:43065|issue:44617", - "issue:44610|issue:46369", - "issue:45381|issue:47217", - "issue:43504|issue:45698", "issue:44242|issue:46894", - "issue:45542|issue:46234", + "issue:43504|issue:45698", "issue:45632|issue:46424", + "issue:45542|issue:46234", "issue:44792|issue:44977", - "issue:44534|issue:44913", - "issue:44792|issue:45600", "issue:44479|issue:47217", + "issue:44534|issue:44913", "issue:43525|issue:43531", - "issue:25251|issue:27957", + "issue:44792|issue:45600", "issue:45803|issue:46170", - "issue:46082|issue:46697", + "issue:25251|issue:27957", "issue:45127|issue:45200", + "issue:46082|issue:46697", "issue:43931|issue:44060", - "issue:35141|issue:42490", - "issue:41950|issue:43475", "issue:43650|issue:46202", - "issue:46693|issue:47217" + "issue:41950|issue:43475", + "issue:46693|issue:47217", + "issue:43673|issue:44743", + "issue:35141|issue:42490", + "issue:43388|issue:43688", + "issue:44190|issue:44964", + "issue:44855|issue:45588", + "issue:44792|issue:45405", + "issue:29870|issue:35141", + "issue:44734|issue:45406" ], - "prepared_review_unit_hash": "f0806cc6a687665a231b9609bc9517fe098a433b9e1d38b1821f9a5e46cfbd64", + "prepared_review_unit_hash": "274143a90895df951ba037ce8c6bd51c4bf4531a57eed08b1fcd297bfd467897", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 34684, - "estimated_input_tokens": 8671, - "estimated_eval_tokens": 17598 + "serialized_chars": 35708, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly title-level lookalikes from the same library areas, but they describe different concrete failures. I would not merge any soft pair; the clearest canonical issue is the custom-module save/load mismatch in `from_pretrained` after `save_pretrained`.", - "confidence": 0.55, - "canonical_issue_reason": "issue:45698 is the most broadly representative and well-discussed bug here: a reproducible model-loading failure with clear user impact and strong cluster-like wording around save/load behavior.", + "summary": "All soft edges are rejected: the candidate pairs are only superficially similar (shared words like cache, generation, loading, or model family) but describe different bugs, code paths, or model-specific failures. This cluster is heterogeneous rather than a duplicate set.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Same as canonical: it is a clear, high-signal regression with broad relevance and enough discussion to serve as the cluster representative.", + "best_issue_reason": "Issue 46693 has the strongest standalone signal in this mixed set (highest discussion/inbound references) and describes a concrete, broadly impactful regression; if one issue must be treated as the representative anchor, it is the best fit.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Both mention Flash Attention 2, but one is a model support error and the other is a performance regression; different code paths and fixes." + "reason": "Unrelated failures: a StableLmConfig field mismatch vs a TensorFlow-text backend registration/import error." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:44242", + "right": "issue:46894", "accept": false, - "reason": "ESM2 breakage and a Janus image-generation test failure are unrelated bugs despite both being model-specific failures." + "reason": "Both concern losses, but they affect different models and different training paths; not the same bug." }, { - "left": "issue:45803", - "right": "issue:46365", + "left": "issue:43504", + "right": "issue:45698", "accept": false, - "reason": "Bare `except` swallowing errors in Fuyu tensor conversion is unrelated to Trainer import resolution on systems with `datasets` installed." + "reason": "One is a legacy-field preset load failure in BEiT; the other is custom-module resolution after save_pretrained." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:45632", + "right": "issue:46424", "accept": false, - "reason": "Both are VL/video issues, but one is about processing video inputs in Qwen3OmniMoe and the other is batched chat templating with padding=False." + "reason": "Both mention cache, but one is a trust_remote_code path collision and the other is max_cache_length semantics." }, { - "left": "issue:43572", - "right": "issue:46178", + "left": "issue:45542", + "right": "issue:46234", "accept": false, - "reason": "A missing config field in StableLm and a TensorFlow backend detection error are unrelated import/config problems." + "reason": "TensorBoard-without-TensorFlow backend handling is unrelated to a missing import_utils availability helper." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:44792", + "right": "issue:44977", "accept": false, - "reason": "Sam3PixelDecoder's dummy Conv2d is a modeling implementation detail, while Sam3Video OOM is a runtime memory issue." + "reason": "Different models and different generation failures; no shared concrete code path is evident." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:44479", + "right": "issue:47217", "accept": false, - "reason": "OmDet-Turbo preprocessing size mismatch and Sam3LiteText memory overflow are different failure modes in different models." + "reason": "Video-input regression across Qwen VL models is distinct from image-placeholder handling in user text." }, { - "left": "issue:45381", - "right": "issue:47217", + "left": "issue:44534", + "right": "issue:44913", "accept": false, - "reason": "Both are VL input bugs, but one is wrong `vision_position_ids` for video inputs and the other is failure when the image placeholder appears in user text." + "reason": "Non-persistent buffer initialization bug is unrelated to GPTNeoX config reload resetting rotary_pct." }, { - "left": "issue:43504", - "right": "issue:45698", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Both involve loading, but Beit legacy-field preset loading and wrong custom-module loading after save/load are distinct bugs." + "reason": "A missing Llama4Config attribute is unrelated to a Qwen3-MoE sliding_window bug." }, { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:44792", + "right": "issue:45600", "accept": false, - "reason": "Both are loss-computation issues, but they affect different models and different mechanisms; not the same concrete bug." + "reason": "Janus image-generation test failure is not the same as auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:45542", - "right": "issue:46234", + "left": "issue:45803", + "right": "issue:46170", "accept": false, - "reason": "TensorBoard/TensorFlow backend handling is unrelated to the missing `is_falcon_mamba_ssm_available` utility export." + "reason": "Bare except swallowing errors in Fuyu conversion is unrelated to Windows/ROCm torch.distributed import failures." }, { - "left": "issue:45632", - "right": "issue:46424", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "A cache-path collision for local models is unrelated to `max_cache_length` only applying to quantized cache." + "reason": "Pipeline top_k nesting bug is unrelated to XLMRoberta Flash Attention 2 support." }, { - "left": "issue:44792", - "right": "issue:44977", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "A failed Janus image-generation test and a Qwen flash-attention generation bug are unrelated model-specific issues." + "reason": "LoRA merge collapse with extended vocab is a different issue from mm_token_type_ids defaults in Gemma 4." }, { - "left": "issue:44534", - "right": "issue:44913", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Non-persistent buffers being filled with junk is a framework state-loading bug, not the same as GPTNeoX config reloading `rotary_pct`." + "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are unrelated." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Janus test failure and stale auto-mapping references to removed Sam3LiteText configs are different CI/modeling problems." + "reason": "Qwen3-VL shape-mismatch loading and Qwen3-Next tied-weights warning are different model families and bugs." }, { - "left": "issue:44479", - "right": "issue:47217", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "A broad video-input regression and an image-placeholder-in-user-text failure are both VL-related but not the same defect." + "reason": "The placeholder title is not enough to connect it to Gemma pipeline roundtrip behavior; different bug surfaces." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Missing `pad_token_id` in Llama4Config and Qwen3-MoE sliding-window behavior are unrelated config/model bugs." + "reason": "Video-classification processor selection is not the same as SAM3 vision encoder missing an output attribute." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:46693", + "right": "issue:47217", "accept": false, - "reason": "Pipeline `top_k` nesting behavior and XLMRoberta Flash Attention 2 support have no underlying code-path overlap." + "reason": "FA2 long-context performance regression is unrelated to VL image-placeholder failures." }, { - "left": "issue:45803", - "right": "issue:46170", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Fuyu error-swallowing in tensor conversion and Windows ROCm import failure due to `torch.distributed` are unrelated issues." + "reason": "Both involve cache, but one is a generic v5.0 chunked_prefill cache issue and the other is Qwen3.5 recurrent-state reset." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "A Llama head-dimension validation problem and Swin2SR image over-padding are separate implementation bugs." + "reason": "Embedding reinitialization on resize is unrelated to path-with-trailing-slash import warnings." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and Gemma 4 `mm_token_type_ids` defaults are different training/configuration issues." + "reason": "Different training/evaluation bugs: batch label dropping vs auxiliary-loss normalization." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are both model-loading/tie-weight topics, but they are not the same bug." + "reason": "Dataset loading in a training script is unrelated to loading Phi-4 multimodal with the latest transformers." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Embedding reinitialization after resize and trailing-slash import warning are unrelated loading/config behaviors." + "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to flash_attention crashing on s_aux=None." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Video-classification processor mis-detection and missing `fpn_position_embeddings` in Sam3Video are different SAM/video bugs." + "reason": "A Janus model test failure is unrelated to the MIN_PEFT_VERSION bump." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Placeholder text `ADD THE DATA` is unrelated to Gemma pipeline roundtrip failure on the `\u2581` token." + "reason": "BART generate() decoder_attention_mask bug is unrelated to post_init reinitializing output embeddings." }, { - "left": "issue:46693", - "right": "issue:47217", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "FA2 long-context performance regression and VL placeholder-placement failure are unrelated issues." + "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." } ] }, @@ -11897,48 +12184,46 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 39, - "review_unit_count": 64, + "review_unit_index": 40, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:25251", "issue:29870", - "issue:35141", "issue:39692", "issue:41720", "issue:43065", + "issue:43295", "issue:43335", - "issue:43388", + "issue:43526", "issue:43550", "issue:43644", - "issue:43673", - "issue:43688", "issue:43827", "issue:43854", "issue:43994", "issue:44190", "issue:44242", + "issue:44479", "issue:44610", "issue:44617", "issue:44734", - "issue:44743", "issue:44792", "issue:44855", "issue:44869", "issue:44913", "issue:44933", - "issue:44964", "issue:45072", + "issue:45127", "issue:45245", + "issue:45276", + "issue:45357", "issue:45362", "issue:45381", - "issue:45405", - "issue:45406", "issue:45563", "issue:45584", "issue:45588", @@ -11947,6 +12232,7 @@ "issue:46399", "issue:46617", "issue:46655", + "issue:46697", "issue:46832", "issue:46858", "issue:46897", @@ -11956,245 +12242,238 @@ "issue:47321" ], "soft_pairs": [ - "issue:43673|issue:44743", - "issue:43388|issue:43688", - "issue:44190|issue:44964", - "issue:44855|issue:45588", - "issue:44792|issue:45405", - "issue:29870|issue:35141", "issue:43827|issue:43994", "issue:43335|issue:44855", - "issue:44734|issue:45406", "issue:45072|issue:46932", "issue:45245|issue:46858", - "issue:43644|issue:44913", "issue:44869|issue:46832", "issue:46399|issue:47312", + "issue:43644|issue:44913", "issue:44617|issue:45584", "issue:45632|issue:46617", "issue:45588|issue:47013", + "issue:45381|issue:46369", "issue:41720|issue:45245", - "issue:43827|issue:47321", "issue:43550|issue:44190", - "issue:45381|issue:46369", - "issue:25251|issue:29870", - "issue:39692|issue:47321", + "issue:43827|issue:47321", "issue:44242|issue:46897", "issue:45563|issue:45584", + "issue:25251|issue:29870", + "issue:39692|issue:47321", "issue:43854|issue:44792", "issue:43065|issue:44610", - "issue:44933|issue:45362", "issue:43335|issue:44190", - "issue:45381|issue:46655" + "issue:45381|issue:46655", + "issue:44933|issue:45362", + "issue:44479|issue:44734", + "issue:39692|issue:44190", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:43526|issue:46697", + "issue:45127|issue:45357" ], - "prepared_review_unit_hash": "4783a684eaadc86df87a77db0d34b3076e804ee1084f80d89bc96c003962ac09", + "prepared_review_unit_hash": "8cdb6e6af3b0fdacfbf21a945b01b5b7d1dc930a817ac6703c76a165cf2926e9", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36837, - "estimated_input_tokens": 9210, - "estimated_eval_tokens": 18676 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36015, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is highly heterogeneous; the soft pairs only share broad vocabulary (cache, generation, loss, model loading, etc.) and do not look like the same underlying bug/change. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "No true canonical issue emerges; the items are mostly unrelated. If forced, issue:43673 is the broadest cache/generation bug, but it does not represent the cluster well.", + "summary": "This cluster is a broad set of unrelated issues; the soft-similar pairs share surface keywords but not the same underlying bug/change. No pair should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue:43673 is the closest global anchor because it is system-level and broad, but the cluster is too heterogeneous for any issue to be a strong representative.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43673", - "right": "issue:44743", - "accept": false, - "reason": "Both mention cache, but 43673 is about missing GenerationMixin cache in chunked prefill while 44743 is xLSTM recurrent state reset; different models and code paths." - }, - { - "left": "issue:43388", - "right": "issue:43688", - "accept": false, - "reason": "One is gather_for_metrics dropping tuple labels; the other is auxiliary-loss normalization in MoE models. Similar wording, different bug." - }, - { - "left": "issue:44190", - "right": "issue:44964", - "accept": false, - "reason": "Local dataset loading in a training script vs multimodal model loading in latest transformers; unrelated failures." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 import parsing/IndentationError vs flash_attention crashing on s_aux=None. Different subsystems." - }, - { - "left": "issue:44792", - "right": "issue:45405", - "accept": false, - "reason": "Janus test failure vs a PEFT version bump problem; no shared underlying code bug." - }, - { - "left": "issue:29870", - "right": "issue:35141", - "accept": false, - "reason": "Generate output shape nesting bug vs output embedding reinitialization after resize; different code paths." - }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing removed pipeline APIs vs SigLIP2 producing bad outputs with AutoModel/pipeline; one is documentation, the other model behavior." + "reason": "Both mention pipeline/SigLIP2, but one is stale docs after v5 pipeline removals and the other is a model/processor behavior bug with nonsensical outputs." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug vs DebertaV2 import parsing error; unrelated." - }, - { - "left": "issue:44734", - "right": "issue:45406", - "accept": false, - "reason": "KV-cache continuation indexing crash in serve vs Gemma4Processor missing _tokenizer; different failure points." + "reason": "Different failures: SwitchTransformers config layer construction vs a Python 3.13 IndentationError in DebertaV2Model import parsing." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Both are dtype-related, but one is a bfloat16 inference mismatch and the other is quantized Gemma4 vision/audio embedder casting; not the same bug." + "reason": "Both are dtype-related, but they affect different models and paths: bfloat16 inference mismatches vs quantized Gemma4 vision/audio embedder casting." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-count overflow vs static-cache seq-length returning a device tensor; unrelated arithmetic/runtime issues." - }, - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer junk initialization vs rotary_pct not persisting on reload; different state/config bugs." + "reason": "Unrelated bugs: category cardinality limit error versus static-cache slice arithmetic failing because seq length is a device tensor." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper word-timestamp decode crash vs RT-DETR feature-level mismatch; unrelated." + "reason": "Different subsystems and root causes: Whisper timestamp decoding crash vs RT-DETR forward logic when feature levels are insufficient." }, { "left": "issue:46399", "right": "issue:47312", "accept": false, - "reason": "Qwen3.5 kernel registration/decorator error vs general incompatibility with kernels 0.16; not the same concrete defect." + "reason": "Both involve kernels, but one is a missing registration decorator for apply_rotary_pos_emb and the other is a broader incompatibility with kernels 0.16." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization corruption is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video CUDA OOM vs Whisper empty-transcription crash; unrelated." + "reason": "CUDA OOM in Sam3Video is a resource issue, not the Whisper empty-transcription crash after align_special_tokens." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both involve trust_remote_code cache loading, but one is a leaf-directory path collision and the other a FileNotFoundError from cache; related area, different bug." + "reason": "Both touch trust_remote_code cache handling, but one is a leaf-directory cache collision and the other is a FileNotFoundError loading from cache." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "flash_attention aux-state AttributeError vs xLSTM unpacking a bare tensor as (h, state); different models/code paths." + "reason": "Both are interface/unpacking-style crashes, but they occur in different code paths with different objects and fixes." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different models and failure modes: Qwen2.5-VL video position IDs vs Sam3-litetext memory overflow." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Auto device mapping cudaErrorAssert vs category-count overflow; no shared underlying cause." + "reason": "No substantive overlap: Qwen3 auto device mapping CUDA assert is unrelated to the category-count runtime error." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model crash is unrelated to a local dataset loading issue in an example script." }, { "left": "issue:43827", "right": "issue:47321", "accept": false, - "reason": "Docs pipeline reference issue vs AMD quark class update; unrelated." + "reason": "Docs/pipeline removals are unrelated to an AMD Quark class update issue." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "torch.compile/SDPA crash in Bamba vs local dataset loading script failure; unrelated." + "reason": "Both concern training loss computation, but they are different model-specific bugs with different incorrect loss formulations." }, { - "left": "issue:45381", - "right": "issue:46369", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug vs Sam3-litetext memory overflow; different subsystems." + "reason": "A stale warning in paged generate is not the same bug as Whisper generation failing on empty transcription." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline top_k nesting change vs BART generate decoder_attention_mask error; different generation bugs." + "reason": "Pipeline top_k nesting behavior and Bart generate() decoder_attention_mask initialization are separate generation issues." }, { "left": "issue:39692", "right": "issue:47321", "accept": false, - "reason": "SigLIP2 docs/model-processor mismatch and quantization failure vs AMD quark class update; unrelated." + "reason": "SigLIP2 docs/model mismatch is unrelated to the AMD Quark class update problem." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:43854", + "right": "issue:44792", "accept": false, - "reason": "Both are loss-related, but one is missing load-balancing loss when router logits are off and the other is a double-shift training-loss bug; different mechanisms." + "reason": "Different models and failures: GLM-4.7-Flash unit-test loading vs Janus image-generation test failure." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Paged generate stale warning vs Whisper empty transcription crash; unrelated." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are distinct vision-model bugs." }, { - "left": "issue:43854", - "right": "issue:44792", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading issue vs Janus generate-images test failure; different models and failures." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the image-classification example's local dataset loading failure." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/image preprocessing related, but the underlying bugs are different: wrong position IDs vs incorrect padding calculation." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5-35B chat crashing." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models is not the same as KV-cache continuation tensor indexing in transformers serve." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model issues are unrelated to the image-classification example's dataset loading problem." + }, + { + "left": "issue:44617", + "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor/model image-size mismatch; unrelated." + "reason": "Both mention memory pressure, but one is a generic CUDA OOM and the other is a model-specific memory overflow in sam3-litetext." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Nonexistent import from image_utils vs Qwen3.5-35B chat crash; unrelated." + "reason": "Processor.tokenizer regression and gemma4 resize_token_embeddings behavior affect different APIs and code paths." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs local dataset loading script issue; no shared bug." + "reason": "Both are image-processor bugs, but one is label reduction losing array values and the other is over-padding when already divisible." }, { - "left": "issue:45381", - "right": "issue:46655", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Qwen2.5-VL position IDs vs SmolVLM video padding calculation; both vision/video-related, but different concrete defects." + "reason": "LoRA merge with extended vocabulary collapse is unrelated to incorrect visual encoder keys being saved." } ] }, @@ -12209,307 +12488,303 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 40, - "review_unit_count": 64, + "review_unit_index": 41, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:27957", "issue:32090", "issue:35141", - "issue:39692", + "issue:36246", + "issue:41628", "issue:42175", - "issue:43295", + "issue:42796", "issue:43317", - "issue:43526", + "issue:43404", + "issue:43531", "issue:43540", + "issue:43611", "issue:43643", - "issue:43644", "issue:43673", "issue:43854", "issue:43994", "issue:44112", - "issue:44190", "issue:44246", "issue:44279", "issue:44462", - "issue:44479", "issue:44496", "issue:44521", - "issue:44617", "issue:44734", "issue:44737", "issue:44779", "issue:44938", "issue:44964", "issue:45003", - "issue:45127", + "issue:45216", "issue:45276", "issue:45290", - "issue:45357", "issue:45381", "issue:45542", "issue:45584", "issue:45600", + "issue:45632", "issue:45803", "issue:45907", - "issue:46369", + "issue:46234", "issue:46421", "issue:46489", - "issue:46697", "issue:46752", "issue:46858", "issue:47145", + "issue:47217", "issue:47312", "issue:47321" ], "soft_pairs": [ - "issue:44479|issue:44734", - "issue:39692|issue:44190", - "issue:44617|issue:46369", - "issue:43295|issue:45276", - "issue:45127|issue:45357", - "issue:43526|issue:46697", "issue:43673|issue:46421", "issue:44779|issue:46489", + "issue:43540|issue:44734", "issue:45276|issue:45584", "issue:47145|issue:47321", - "issue:43540|issue:44734", + "issue:44462|issue:45907", "issue:44112|issue:45600", "issue:43854|issue:44964", - "issue:43317|issue:47312", "issue:43643|issue:44496", - "issue:44462|issue:45907", - "issue:43994|issue:47321", "issue:44521|issue:45381", + "issue:43317|issue:47312", + "issue:43994|issue:47321", "issue:45290|issue:46752", - "issue:43644|issue:47321", "issue:43673|issue:46858", + "issue:43611|issue:47321", "issue:27957|issue:35141", + "issue:44737|issue:45803", "issue:44112|issue:44964", "issue:44246|issue:45003", - "issue:44737|issue:45803", - "issue:44964|issue:45600", "issue:44938|issue:45542", "issue:42175|issue:44279", - "issue:32090|issue:35141" + "issue:44964|issue:45600", + "issue:43404|issue:45216", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:45632|issue:46234", + "issue:44496|issue:47217", + "issue:43531|issue:45600", + "issue:36246|issue:41628" ], - "prepared_review_unit_hash": "d3036326037469ef096ca4d53b58c4644bbba5df4f76eeaef266e5c87af77e3d", + "prepared_review_unit_hash": "77a0690bafaa93ed62c7135cb1a57ac663386429021ba8b4b5cb5b8ce33501db", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36517, - "estimated_input_tokens": 9130, - "estimated_eval_tokens": 18516 + "serialized_chars": 35942, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set with one plausible duplicate pair in DeepSeek tokenization; the rest are distinct bugs spanning unrelated subsystems.", - "confidence": 0.67, - "canonical_issue_reason": "If a single canonical issue is needed, issue:44779 is the best fit because it is the broader, earlier report of the DeepSeek tokenizer v5 regression; issue:46489 reads like a narrower follow-up referencing a gap in that fix.", + "summary": "These pairings are mostly broad Transformer regressions that share subsystem keywords but not the same concrete bug. I would reject all soft edges; there is no clear canonical duplicate in this set.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44779 is the strongest representative: it covers the same DeepSeek tokenizer wrong-output regression at the broadest scope and is the clearest anchor for the one acceptable duplicate pair.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44479", - "right": "issue:44734", - "accept": false, - "reason": "Different failures: Qwen video-input regression vs serve KV-cache continuation tensor indexing." - }, - { - "left": "issue:39692", - "right": "issue:44190", - "accept": false, - "reason": "Unrelated problems: SigLIP2 docs/model mismatch vs local dataset loading in a training script." - }, - { - "left": "issue:44617", - "right": "issue:46369", - "accept": false, - "reason": "Both mention memory/OOM in Sam3 variants, but different models and likely different root causes." - }, - { - "left": "issue:43295", - "right": "issue:45276", - "accept": false, - "reason": "Different code paths: processor.tokenizer regression vs gemma4 token-embedding resize behavior." - }, - { - "left": "issue:45127", - "right": "issue:45357", - "accept": false, - "reason": "Unrelated issues: LoRA/vocab collapse vs saving incorrect visual encoder keys." - }, - { - "left": "issue:43526", - "right": "issue:46697", - "accept": false, - "reason": "Both are image-processing bugs, but one is label reduction and the other is over-padding." - }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Both involve chunked prefill/cache, but one is missing cache state and the other is lazy-init recompilation." + "reason": "Both are cache-related, but one is a missing GenerationMixin cache in chunked prefill and the other is lazy cache init causing recompilation; different code paths." }, { "left": "issue:44779", "right": "issue:46489", - "accept": true, - "reason": "Same underlying DeepSeek tokenizer regression in v5+: both report incorrect tokenizer output for DeepSeek-family models." + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and have different failure mechanisms." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "One is video-input validation in Qwen3OmniMoe; the other is KV-cache continuation tensor indexing in serve. Not the same bug." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different model behaviors: token-embedding resize issue vs Whisper generation failure after special-token alignment." + "reason": "Resize-token-embeddings weight tying is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:47145", "right": "issue:47321", "accept": false, - "reason": "Completely unrelated: FP8 checkpoint loading vs AMD quark class metadata update." + "reason": "FP8 weight_scale loading corruption and AMD quark class updates are unrelated." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Different subsystems and symptoms: video input validation vs KV-cache continuation indexing." + "reason": "Both involve forwarding an argument, but to different APIs and with different semantics; not a duplicate." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both are CI failures, but the affected components and underlying bugs are different." + "reason": "Both touch CI, but one is a stale test and the other is broken auto_mappings references; unrelated fixes." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading failures, but they concern different models and different failure modes." - }, - { - "left": "issue:43317", - "right": "issue:47312", - "accept": false, - "reason": "Unrelated issues: dequantized model offload loading vs kernel version incompatibility." + "reason": "Both are model-loading problems, but for different models and different root causes." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Related to config/model loading, but one is missing fields from trust_remote_code and the other is unrecognized model_type." + "reason": "trust_remote_code field loss is a different issue from unrecognized model configs missing model_type." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Tokenizer loading from repo vs list_repo_files revision forwarding are different API paths." + "reason": "Both are multimodal template bugs, but one is assistant_masks being all zero and the other is wrong vision_position_ids for video." }, { - "left": "issue:43994", - "right": "issue:47321", + "left": "issue:43317", + "right": "issue:47312", "accept": false, - "reason": "No overlap in bug type: SigLIP2 inference quality vs AMD quark class update." + "reason": "Dequantized model offload failure and kernel-version incompatibility are unrelated." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:43994", + "right": "issue:47321", "accept": false, - "reason": "Both multimodal, but assistant mask generation and video position IDs are distinct failures." + "reason": "Siglip2 inference corruption is unrelated to AMD quark class metadata updates." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both apply_chat_template crashes, but with different triggers: tool-call assistant messages vs empty list input." + "reason": "Both are apply_chat_template edge cases, but one is tool-call assistant messages and the other is an empty list." }, { - "left": "issue:43644", - "right": "issue:47321", + "left": "issue:43673", + "right": "issue:46858", "accept": false, - "reason": "Junk non-persistent buffers in v5.0.0 is unrelated to AMD quark class updates." + "reason": "Both mention cache, but one is missing cache in chunked_prefill and the other is static-cache seq_length arithmetic on non-CUDA backends." }, { - "left": "issue:43673", - "right": "issue:46858", + "left": "issue:43611", + "right": "issue:47321", "accept": false, - "reason": "Both mention cache/prefill, but one is cache absence and the other is device-tensor seq-length arithmetic on non-CUDA backends." + "reason": "Transformers 5 base_model_prefix loading regression is unrelated to AMD quark class updates." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Unrelated model-specific issues: Flash Attention 2 support vs embedding reinitialization after resize." + "reason": "XLMRoberta Flash Attention support and embedding reinitialization after resize_token_embeddings are different bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "One is a device placement bug in torch.arange; the other is a bare except swallowing interrupts/errors in Fuyu tensor conversion." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flake in GraniteSpeech is unrelated to Phi-4 multimodal model loading." + "reason": "CI test flake and model-loading failure are unrelated." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access may be adjacent, but they are not the same concrete bug." + "reason": "Import slowdown and unsafe sys.modules access are different import-system problems." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend packaging are not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "XLNet device placement bug vs Fuyu bare-except error handling are unrelated." + "reason": "Package-extra dependency omission and a generic dependency issue are too broad and not the same concrete bug." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different failures: model loading regression vs stale auto_mappings references breaking CI." + "reason": "Model load regression and broken auto_mappings CI references are unrelated." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Python 3.14 import failure is unrelated to missing TensorFlow backend installation." + "reason": "Both involve saving/loading weights, but one is tied lm_head weights in Mistral3 and the other is a Qwen3.5 save_pretrained regression." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:42796", + "right": "issue:44521", "accept": false, - "reason": "Different dependency problems with no shared underlying code path." + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_mask generation." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to embedding resize/post-init behavior." + "reason": "Trainer GPU broadcast NoneType and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache-path collision and a missing import_utils helper are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized config loading and VL image-placeholder handling are separate failures." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText references in auto_mappings are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import/export problems, but they concern different symbols and code paths; not the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The DeepSeek pair is the only clearly supported duplicate/follow-up match; the remaining pairs are reasonably treated as distinct or only loosely related." - }, - "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 }, @@ -12517,296 +12792,309 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 41, - "review_unit_count": 64, + "review_unit_index": 42, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:36246", "issue:38617", "issue:39692", - "issue:41628", "issue:41950", - "issue:42796", "issue:42907", + "issue:42994", "issue:43295", "issue:43335", "issue:43381", - "issue:43404", "issue:43441", + "issue:43479", "issue:43526", - "issue:43531", "issue:43650", "issue:43673", + "issue:43824", "issue:43901", "issue:43976", "issue:44016", "issue:44062", "issue:44220", + "issue:44279", "issue:44295", "issue:44327", "issue:44336", "issue:44496", - "issue:44521", "issue:44683", "issue:44792", + "issue:44933", "issue:44987", "issue:45042", "issue:45083", - "issue:45216", "issue:45335", + "issue:45375", "issue:45446", + "issue:45584", "issue:45588", "issue:45593", - "issue:45600", - "issue:45632", "issue:45759", "issue:46082", "issue:46121", - "issue:46234", "issue:46424", "issue:46506", + "issue:46515", "issue:46752", "issue:46932", - "issue:47217" + "issue:47332", + "issue:47333" ], "soft_pairs": [ - "issue:43404|issue:45216", - "issue:42796|issue:44521", - "issue:45632|issue:46234", - "issue:44496|issue:47217", - "issue:43531|issue:45600", "issue:43335|issue:45593", - "issue:36246|issue:41628", "issue:36246|issue:38617", "issue:44496|issue:45042", - "issue:43295|issue:45335", "issue:45083|issue:46506", + "issue:43295|issue:45335", "issue:44295|issue:46506", "issue:41950|issue:44016", "issue:43673|issue:46424", "issue:43976|issue:44987", "issue:44683|issue:45446", - "issue:43673|issue:44336", - "issue:44496|issue:45759", "issue:39692|issue:46932", + "issue:43673|issue:44336", "issue:46082|issue:46121", + "issue:44496|issue:45759", "issue:43526|issue:43901", - "issue:43381|issue:45593", "issue:44016|issue:44220", + "issue:42994|issue:47333", + "issue:43381|issue:45593", "issue:42907|issue:43441", - "issue:44016|issue:44062", "issue:43650|issue:44220", + "issue:44016|issue:44062", "issue:44327|issue:46752", "issue:44792|issue:46424", - "issue:43441|issue:45588" + "issue:43441|issue:45588", + "issue:44279|issue:46515", + "issue:42994|issue:47332", + "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:45335|issue:45584", + "issue:43479|issue:45375" ], - "prepared_review_unit_hash": "c600088cb03e1be14c54c460c6f79f36dab195877788dbb2662235eb6b6629b7", + "prepared_review_unit_hash": "7aaf49e9daca292e4bba07d792482454f5ea35ca9659bc467b711d15615573b3", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35940, - "estimated_input_tokens": 8985, - "estimated_eval_tokens": 18226 + "soft_pair_count": 30, + "serialized_chars": 36112, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. A small subgroup concerns multimodal/chat-template and processor regressions, but none of the soft pairs look like the same concrete bug or change.", - "confidence": 0.62, - "canonical_issue_reason": "issue:44521 is the best anchor for the only coherent subgroup: it is a user-facing multimodal-input regression, actively discussed, and closest to several other image/processor/template-related reports.", + "summary": "Loose cluster of unrelated Transformers issues; all soft edges look like near-matches in wording only, not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No strong canonical issue: the set spans unrelated failures across model imports, configs, pipelines, quantization/offloading, docs, and runtime behavior, so any single issue would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest single representative of the cluster\u2019s multimodal regression theme and has the most cluster-relevant activity/signals.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43404", - "right": "issue:45216", - "accept": false, - "reason": "Different bugs: Mistral3 lm_head tying vs Qwen3.5 save_pretrained checkpoint correctness." - }, - { - "left": "issue:42796", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_mask generation." - }, - { - "left": "issue:45632", - "right": "issue:46234", - "accept": false, - "reason": "Cache-path collision and missing availability helper are separate import/runtime issues." - }, - { - "left": "issue:44496", - "right": "issue:47217", - "accept": false, - "reason": "Unrecognized-model config loading and image-placeholder-in-text failure are different code paths." - }, - { - "left": "issue:43531", - "right": "issue:45600", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings config references." - }, + "best_issue_reason": "issue:45588 is the most concrete and active code-path bug report in the set, but it still does not unify the cluster; it is only the best representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer construction bug is not the same as missing auxiliary losses in D-FINE." - }, - { - "left": "issue:36246", - "right": "issue:41628", - "accept": false, - "reason": "Different missing import symbols in different modules." + "reason": "Different models and failure modes: SwitchTransformers config sparsity bug vs D-FINE auxiliary-loss behavior." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing import symbols and unrelated APIs." + "reason": "Both are ImportErrors, but for unrelated missing symbols in different modules and code paths." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Model config loading failure vs torchvision dependency issue in PIL image processors." + "reason": "Unrecognized model loading vs PIL image processors requiring torchvision; unrelated failures." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:45083", + "right": "issue:46506", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to decoder.embed_tokens not updating on resize." + "reason": "Different bugs: qwen3_omni_moe feature-length helper vs CPU/CUDA output mismatch in PPDocLayoutV3." }, { - "left": "issue:45083", - "right": "issue:46506", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Different multimodal helper behavior vs CPU/CUDA result mismatch." + "reason": "Processor/tokenizer regression vs resize_token_embeddings not updating decoder embeddings; not the same bug." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Position_ids buffer access and CPU/CUDA divergence are distinct bugs." + "reason": "Position_ids buffer read error is unrelated to CPU/CUDA nondeterminism." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline image-processor lookup bug is unrelated to a notebook syntax error." + "reason": "Pipeline image-processor lookup bug vs notebook syntax error; clearly different." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Generation cache missing in v5.0.0 and cache config max_cache_length handling are different issues." + "reason": "Both involve cache, but one is missing GenerationMixin cache in chunked_prefill and the other is cache length handling; distinct code paths." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility and loading a specific model failing are not the same bug." + "reason": "Python version support issue vs model-loading failure for a specific repo; unrelated." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Compiled flex_attention torch>=2.9 failure is unrelated to an AuxRequest version check." + "reason": "Both touch flex_attention/version gating, but one is compiled flex_attention on torch>=2.9 and the other is an AuxRequest import version check." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "Docs example errors vs quantized embedders dtype casting; not the same underlying bug." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache regression and ANSI-report terminal detection are unrelated." + "reason": "Cache behavior bug vs ANSI output formatting in loading_report; unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation vs rope-parameter conversion TypeError; different validation paths." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model loading and text_config unwrapping for multimodal configs are different failures." + "reason": "Both are model/config loading issues, but one is an unrecognized model and the other is missing text_config unwrapping for composite multimodal configs." }, { - "left": "issue:39692", - "right": "issue:46932", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Documentation/example errors and Gemma4 dtype-casting fix are not the same underlying change." + "reason": "Image processor label reduction bug vs text-classification docs mismatch; unrelated." }, { - "left": "issue:46082", - "right": "issue:46121", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Head-dim validation and rope-parameter JSON list handling are separate config validation bugs." + "reason": "Notebook syntax error vs audio feature-extraction helper issue; no shared bug." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:42994", + "right": "issue:47333", "accept": false, - "reason": "BEiT reduce_labels bug is unrelated to TextClassificationPipeline docs wording/behavior." + "reason": "Both are saving failures, but quantized-model saving and disk-offloaded-model saving are different code paths and fixes." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to missing auxiliary losses." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error and fbank feature extraction issue are unrelated." + "reason": "Gradient checkpointing eval-mode restriction vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Save/dequantization failure is unrelated to FlashAttention failure in Ministral." + "reason": "Save/dequantization failure vs FlashAttention runtime failure; different problems." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and AddedToken constructor bug are unrelated." + "reason": "Non-informative data request vs _torch_extract_fbank_features issue; no relation." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Vague data request and fbank extraction error are not duplicates." + "reason": "Notebook syntax error vs AddedToken keyword collision; unrelated." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA decode_spans top_k bounds error and empty apply_chat_template crash are different failures." + "reason": "QA decode_spans top_k bounds bug vs empty-chat-template IndexError; different pipelines." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "janus test failure and cache max length honoring are unrelated." + "reason": "Janus test failure vs cache-length handling; no shared concrete bug." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Ministral FlashAttention failure and sink-less flash_attention s_aux=None crash are different code paths." + "reason": "Both mention FlashAttention, but one is a specific Ministral-3 failure and the other is a generic s_aux=None AttributeError; too little evidence they are the same bug." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue vs torch 2.4.1 incompatibility; not the same underlying change." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Both are save failures, but quantized save and disk-offloaded save are distinct issues." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression vs vague dependency issue; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VL export vs non-existent import from image_utils; both imports fail, but not the same missing symbol or code path." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "Duplicate of docs/quantization mismatch vs Gemma4 quantized embedder dtype casting; different model and fix." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4Multimodal default-config initialization vs Qwen3_5MoeVisionConfig field omission; different config bugs." } ] }, @@ -12821,14 +13109,14 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 42, - "review_unit_count": 64, + "review_unit_index": 43, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:39692", "issue:41950", @@ -12836,43 +13124,42 @@ "issue:43295", "issue:43299", "issue:43381", - "issue:43479", "issue:43577", "issue:43644", "issue:43650", "issue:43653", - "issue:43824", "issue:43854", "issue:43901", + "issue:43931", "issue:43976", + "issue:44016", "issue:44075", + "issue:44242", "issue:44279", + "issue:44291", "issue:44351", "issue:44368", "issue:44462", "issue:44466", "issue:44496", "issue:44779", - "issue:44933", "issue:45020", "issue:45081", + "issue:45200", "issue:45216", "issue:45276", "issue:45278", - "issue:45335", "issue:45357", - "issue:45375", "issue:45405", - "issue:45584", "issue:45593", "issue:45812", "issue:45823", "issue:46082", "issue:46123", + "issue:46209", "issue:46369", "issue:46399", "issue:46512", - "issue:46515", "issue:46614", "issue:47000", "issue:47085", @@ -12880,17 +13167,12 @@ "issue:47217" ], "soft_pairs": [ - "issue:44279|issue:46515", - "issue:43976|issue:44279", - "issue:43824|issue:44933", - "issue:45335|issue:45584", - "issue:43479|issue:45375", "issue:43299|issue:45216", "issue:43901|issue:44496", - "issue:43901|issue:47217", "issue:41950|issue:45020", - "issue:43295|issue:44779", + "issue:43901|issue:47217", "issue:44279|issue:45405", + "issue:43295|issue:44779", "issue:39692|issue:43901", "issue:46123|issue:46369", "issue:46614|issue:47085", @@ -12901,224 +13183,222 @@ "issue:43976|issue:45405", "issue:41950|issue:45823", "issue:44466|issue:45276", - "issue:43381|issue:47000", - "issue:43653|issue:45593", "issue:46082|issue:46399", + "issue:43381|issue:47000", "issue:43299|issue:45357", + "issue:43653|issue:45593", "issue:46082|issue:46512", "issue:44351|issue:45278", "issue:44462|issue:45081", "issue:43299|issue:43854", - "issue:43644|issue:47145" + "issue:43644|issue:47145", + "issue:44242|issue:45200", + "issue:43650|issue:46209", + "issue:44016|issue:44291", + "issue:43931|issue:47145" ], - "prepared_review_unit_hash": "9fd5947af7359998aad49d6189cd098bc46235e4e20241d5934f254a8bd0f904", + "prepared_review_unit_hash": "dfc755acce2e932aed30586f7c41ec163ccea7ba11cb8fea5ddc3990602b333e", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36818, - "estimated_input_tokens": 9205, - "estimated_eval_tokens": 18666 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36008, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed bag of Transformers issues centered on v5 regressions, tokenizer/model-loading breakages, and a few unrelated doc/config bugs. None of the soft-edge pairs look like the same underlying bug/change, so I would not merge any of them as duplicates. The broadest representative issue is the general upgrade/regression report, not a specific model bug.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45278 is the best umbrella representative of the cluster\u2019s general \u2018upgrade to v5 causes breakage\u2019 theme; it is broader than the model-specific tokenizer/config/loading reports.", + "summary": "These are mostly unrelated issues across tokenizers, model loading, pipelines, docs, and regressions. I found no true duplicates among the soft pairs. The strongest single issue to serve as the canonical representative is the Granite AutoTokenizer regression, because it is a clear, concrete, user-facing v4\u2192v5 break with broad impact inside one model family.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45812 is the highest-signal report here: it states a concrete silent regression, isolates the affected family (Granite), and describes a clear tokenizer-output failure mode that is easy to triage and reproduce.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 most cleanly captures the cluster\u2019s shared regression/compatibility pattern without being tied to one model family or one narrow code path.", + "best_issue_reason": "issue:45812 is the best overall issue to anchor this set: it is specific enough to be actionable but broad enough to represent the most significant regression-style reports in the list.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44279", - "right": "issue:46515", - "accept": false, - "reason": "Both are dependency complaints, but one is about Transformers versioning and the other is torch compatibility; different packages and failure modes." - }, - { - "left": "issue:43976", - "right": "issue:44279", - "accept": false, - "reason": "Python version incompatibility is unrelated to a generic dependency issue; no shared bug or fix path." - }, - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different missing export causes." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "Different model families and different behaviors: token embedding resize vs Whisper empty-transcription generation." - }, - { - "left": "issue:43479", - "right": "issue:45375", - "accept": false, - "reason": "Both involve config defaults, but they are model-specific missing-field/default-init issues with different code paths." - }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen3.5-related regressions, but one is loading failure and the other is save_pretrained checkpoint serialization; not the same defect." + "reason": "Different bugs in the same model family: one is a load failure, the other is incorrect save_pretrained keys. Not the same underlying code-path." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "A docs mismatch in a pipeline API is unrelated to an unrecognized model/config loading error." - }, - { - "left": "issue:43901", - "right": "issue:47217", - "accept": false, - "reason": "Documentation wording for a text pipeline is not the same as a VL image-placeholder runtime failure." + "reason": "Docs mismatch for text-classification vs an unrecognized-model loading error; unrelated failures." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video pipeline processor lookup and remote_code breakage are different subsystems and root causes." + "reason": "Video pipeline processor selection vs remote_code compatibility break; different subsystems and symptoms." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:43901", + "right": "issue:47217", "accept": false, - "reason": "Both touch tokenizers, but one is a processor/tokenizer API regression and the other is model-specific tokenization output corruption." + "reason": "TextClassificationPipeline docs issue vs VL image-placeholder handling bug; no shared underlying defect." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "These are separate dependency/version pinning problems for different libraries." + "reason": "A generic dependency problem is not the same as bumping MIN_PEFT_VERSION to an unreleased version." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer/model regressions, but they affect different APIs and model families with distinct root causes." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention docs, but one is a broken SigLIP2 example while the other is a stale pipeline parameter reference." + "reason": "Two separate documentation issues about different topics; not duplicates." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Mask-generation batching logic and SAM memory overflow are unrelated inference failures." + "reason": "MaskGenerationPipeline final-batch bookkeeping vs a memory overflow in sam3-litetext; unrelated." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "A stale language backend in one tokenizer is not the same as thread-safety regressions in fast tokenizers." + "reason": "Stale phonemizer backend state vs tokenizers thread-safety regression; different components and bug shapes." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling and the unrelated placeholder 'ADD THE DATA' issue do not describe the same bug." + "reason": "Tokenizer BPE-marker handling vs a low-signal follow-up issue; no evidence they describe the same bug." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "One is dtype propagation on load; the other is incorrect saved visual encoder keys. Different lifecycle stages, different failures." + "reason": "Blip2 dtype propagation on load vs Qwen3.5 save_pretrained key corruption; different model paths." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and symptoms; no evidence of a shared code-path bug." + "reason": "Both involve tokenizer regressions, but the affected models and failure modes differ; not the same concrete defect." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling and a tied-weights warning are unrelated." + "reason": "Optimizer SGD args not used is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python-version support and PEFT minimum-version pinning are different compatibility issues." + "reason": "Python version support breakage is unrelated to PEFT version pinning." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor selection and Gemma4 device placement are unrelated bugs." + "reason": "Pipeline processor lookup vs Gemma4 device-map mismatch; different model/pipeline code paths." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of lm_head.weight and resize_token_embeddings not updating Gemma4 embeddings are distinct model-state problems." + "reason": "Serialization of lm_head.weight on device vs resize_token_embeddings not updating Gemma4-specific embeddings; related theme but not the same bug." }, { - "left": "issue:43381", - "right": "issue:47000", + "left": "issue:46082", + "right": "issue:46399", "accept": false, - "reason": "Gradient checkpointing in eval mode and RTDetr loss infeasibility are unrelated runtime errors." + "reason": "Config validation for head_dim vs a missing decorator causing kernel registration failure; unrelated." }, { - "left": "issue:43653", - "right": "issue:45593", + "left": "issue:43381", + "right": "issue:47000", "accept": false, - "reason": "BigBird tokenizer special-token registration and D-FINE auxiliary-loss logic do not share a concrete bug." + "reason": "Gradient checkpointing eval-mode behavior vs RTDetr loss infeasibility; different failures entirely." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "These are separate config/kernel issues in different model families and code paths." + "reason": "Qwen3VL load failure vs Qwen3.5 save_pretrained visual-key corruption; not the same underlying issue." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is loading and the other is save_pretrained key mapping; not the same concrete defect." + "reason": "BigBirdTokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "A config validation error and a stale config.dtype after from_config are different issues." + "reason": "Head-dim validation error vs stale config.dtype after from_config; different model construction bugs." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "General import failures overlap only superficially; one is a specific missing symbol, the other a broad update-breakage report." + "reason": "A specific missing import versus a broad import-errors report; the evidence does not show one concrete shared defect." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer.json selection and a Mistral regex patch crash are different tokenizer-loading bugs." + "reason": "AutoTokenizer preferring the wrong tokenizer source vs a Mistral regex patch crash; different tokenizer code paths." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different models and different failure points; no indication they stem from the same underlying loader bug." + "reason": "Both are model-loading problems, but for different models and different underlying causes." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Non-persistent buffer junk and FP8 weight_scale omission are both corruption-like, but they affect different serialization/loading mechanisms and code paths." + "reason": "General non-persistent-buffer junk issue vs FP8 weight_scale not applied; the latter is a specific checkpoint-loading bug, not the same defect." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router load-balancing loss omission vs Gemma4 token-type defaults; unrelated training behavior." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue text vs FP8 inference failure on B200; no real overlap." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights argument mismatch; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs FP8 compressed-tensors scale application; different failure modes and code paths." } ] }, @@ -13133,39 +13413,38 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 43, - "review_unit_count": 64, + "review_unit_index": 44, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:33290", "issue:42175", + "issue:42796", "issue:42994", "issue:43317", "issue:43441", "issue:43479", "issue:43525", + "issue:43575", "issue:43643", - "issue:43650", "issue:43673", "issue:43761", "issue:43784", "issue:43873", "issue:43881", - "issue:43931", + "issue:43901", "issue:43976", "issue:44016", "issue:44186", "issue:44188", - "issue:44242", "issue:44246", "issue:44261", "issue:44263", - "issue:44291", "issue:44336", "issue:44623", "issue:44671", @@ -13174,250 +13453,264 @@ "issue:44779", "issue:45081", "issue:45103", - "issue:45200", + "issue:45325", "issue:45372", "issue:45397", "issue:45542", "issue:45588", + "issue:45600", "issue:45656", + "issue:45712", "issue:45800", "issue:45823", "issue:45834", "issue:45859", "issue:45907", - "issue:46209", "issue:46851", "issue:47000", "issue:47145", "issue:47217" ], "soft_pairs": [ - "issue:44242|issue:45200", - "issue:44016|issue:44291", - "issue:43650|issue:46209", - "issue:43931|issue:47145", "issue:44683|issue:45542", "issue:45588|issue:47000", "issue:45081|issue:45907", "issue:44336|issue:46851", - "issue:43441|issue:45834", "issue:45859|issue:46851", - "issue:42994|issue:43317", - "issue:43873|issue:47145", - "issue:45103|issue:45372", + "issue:43441|issue:45834", "issue:43479|issue:43525", + "issue:45103|issue:45372", + "issue:43873|issue:47145", "issue:33290|issue:45656", + "issue:42994|issue:43317", "issue:44623|issue:44749", - "issue:44246|issue:47217", - "issue:42175|issue:43976", "issue:44261|issue:44263", + "issue:42175|issue:43976", + "issue:44246|issue:47217", "issue:44623|issue:45397", "issue:44671|issue:44779", + "issue:44016|issue:45823", "issue:45542|issue:45800", "issue:44186|issue:47000", - "issue:44016|issue:45823", "issue:43525|issue:43881", "issue:43673|issue:43761", "issue:43784|issue:45542", "issue:44188|issue:44336", - "issue:43525|issue:43643" + "issue:45600|issue:45712", + "issue:43525|issue:43643", + "issue:43901|issue:44246", + "issue:42796|issue:43441", + "issue:45325|issue:46851", + "issue:43575|issue:47145" ], - "prepared_review_unit_hash": "5b698f7dde88a5ad499a282a7e5c0118ffe25ab3994c78615802a6078523c14c", + "prepared_review_unit_hash": "bfef269153496d74c3f2e5a202d98d14544b0b2c5e2a3cdbba84c4b22c3829a1", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36320, - "estimated_input_tokens": 9080, - "estimated_eval_tokens": 18416 + "soft_pair_count": 30, + "serialized_chars": 36669, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous and mostly groups nearby Transformers runtime/model-loading complaints rather than true duplicates. The closest common theme is quantization/offloading/loading behavior, but the soft pairs are still distinct enough to reject under strict duplicate triage.", - "confidence": 0.77, - "canonical_issue_reason": "Issue #43873 is the broadest and most central active report in the shared offloading/quantization area, with inbound references and the strongest overlap to the other nearby loading/offload failures.", + "summary": "This cluster is not a duplicate set; the soft pairs are only superficially similar and span unrelated Transformers bugs, regressions, and docs issues. No pair looks like the same underlying fix target.", + "confidence": 0.9, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43873 is the best representative issue for this cluster because it is current, discussion-heavy, and captures the widest slice of the apparent theme without being overly model-specific.", + "best_issue_reason": "issue:43873 is the most central/open item in the set, with the most discussion and inbound references, so it is the best single anchor issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "Different bugs: MoE router-loss logic vs Gemma 4 multimodal text-only defaults." - }, - { - "left": "issue:44016", - "right": "issue:44291", - "accept": false, - "reason": "Notebook syntax error is unrelated to the init_empty_weights TypeError/loading API bug." - }, - { - "left": "issue:43650", - "right": "issue:46209", - "accept": false, - "reason": "Placeholder issue title; no concrete overlap with FP8 inference on B200." - }, - { - "left": "issue:43931", - "right": "issue:47145", - "accept": false, - "reason": "Both involve model loading/weights, but one is a shape mismatch on Qwen3-VL and the other is silent FP8 weight_scale handling on frozen checkpoints." - }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to tensorboard/TF backend installation." + "reason": "Different problems: compiled flex_attention on torch>=2.9 vs missing TensorFlow backend packaging." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "FlashAttention sink-less AttributeError and RTDetrLoss infeasible cost matrix are different code paths." + "reason": "Different code paths: flash_attention sink handling vs RTDetrLoss assignment infeasibility." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral tokenizer regex patch crash is unrelated to list_repo_files missing revision forwarding." + "reason": "Tokenizer regex patch crash vs Hub API revision forwarding; unrelated." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI code output in loading_report is unrelated to Qwen3.5 variable-length position_id handling." - }, - { - "left": "issue:43441", - "right": "issue:45834", - "accept": false, - "reason": "Different model-specific failures: Ministral FlashAttention regression vs Kosmos2.5 long OCR index error." + "reason": "ANSI output formatting vs variable-length position_ids handling; no shared bug." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen3.5-related, but one is CPU-offload incompatibility and the other is variable-length position_ids behavior." + "reason": "CPU offload incompatibility in Qwen3.5 MoE rotary embedding vs position_ids logic for variable lengths." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:43441", + "right": "issue:45834", "accept": false, - "reason": "Both touch quantization/loading, but one is saving failure and the other is dequantized model load/offload failure." + "reason": "FlashAttention regression in Ministral-3 vs Kosmos2.5 OCR index error; different models and failures." }, { - "left": "issue:43873", - "right": "issue:47145", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Same broad quantization/offload area, but not the same bug: generic offloading failure vs missing weight_scale on frozen compressed-tensors checkpoints." + "reason": "Multimodal config None-handling vs missing pad_token_id on Llama4Config; separate config bugs." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring annotation introspection crash is unrelated to the mistral_common ReasoningEffort import breakage." + "reason": "auto_docstring annotation crash vs Gemma 4 processor import failure; unrelated subsystems." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:43873", + "right": "issue:47145", "accept": false, - "reason": "Both are config/init issues, but one is Phi4Multimodal default config construction and the other is Llama4Config missing pad_token_id." + "reason": "General quantization/offloading behavior vs FP8 weight_scale omission on frozen checkpoints; not the same defect." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed/optimizers, but oom from Adafactor and double optimizer stepping are different failures." + "reason": "Adafactor/deepspeed OOM vs optimizer.step being called twice; different DeepSpeed issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model load/offload failure; distinct lifecycle stages." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to the Chinese report about slowdown after upgrade." + "reason": "processor.save_pretrained missing files vs Chinese performance slowdown; unrelated." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Import slowness is unrelated to VL image placeholder handling." + "reason": "Missing rms_norm_eps precision mismatch vs torch.split return values; both mention GLM/MLA but different bugs." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow backend packaging and Python version compatibility are different issues." + "reason": "TensorFlow not installed with torch extra vs Python version incompatibility in Transformers 5.1.0; unrelated." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44246", + "right": "issue:47217", "accept": false, - "reason": "Different code paths: MLA q_a_layernorm epsilon config vs torch.split return values in GlmMoeDsaIndexer." + "reason": "Slow import sometimes vs VL image placeholder handling; different areas." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Missing processor save files and Gemma-4 zero3 from_pretrained are unrelated." + "reason": "Processor save_pretrained file omission vs Gemma-4 zero3 from_pretrained; not the same path." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one is CamemBERT MLM predictions and the other is Deepseek tokenizer correctness." + "reason": "CamemBERT masked LM regression vs Deepseek tokenizer regression; different model families and code paths." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 PLE device mismatch under device_map=auto; unrelated." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorFlow backend installation issue is unrelated to torch/transformers version incompatibility." + "reason": "TensorFlow backend packaging issue vs torch/transformers version incompatibility; different failure modes." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to RTDetrLoss infeasible cost matrix." - }, - { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + "reason": "LayoutLMv2Tokenizer padding/truncation crash vs RTDetrLoss infeasible cost matrix; unrelated." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is not the same as glm-4v-9b loading failure." + "reason": "Llama4Config missing pad_token_id vs glm-4v-9b loading failure; not the same defect." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing during chunked_prefill and CLIPVision hidden_states regression are distinct model/runtime bugs." + "reason": "GenerationMixin cache missing during chunked prefill vs CLIPVisionModel hidden_states regression; different regression points." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError is unrelated to TensorFlow backend installation." + "reason": "sentence-transformers import NameError vs TensorFlow backend packaging; unrelated." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to loading_report ANSI escape handling." + "reason": "torch.compile attention kernel divergence vs ANSI loading-report formatting; no overlap." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings referencing removed configs vs leftover dummy classes in dummy_pt_objects; both CI-related but different files and fixes." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs trust_remote_code returning incomplete AutoConfig fields; separate config-loading bugs." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for text classification pipeline vs intermittent slow imports; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling vs FlashAttention failure in Ministral-3; different model/tokenizer issues." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Qwen2.5-VL rope indexing for still images vs Qwen3.5 variable-length position_ids; similar model family but different logic and symptom." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM on load vs FP8 frozen checkpoint scaling omission; different memory vs correctness problems." } ] }, @@ -13432,34 +13725,33 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 44, - "review_unit_count": 64, + "review_unit_index": 45, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:42491", "issue:42617", - "issue:42796", + "issue:42915", "issue:43299", - "issue:43441", "issue:43526", - "issue:43531", "issue:43540", - "issue:43575", + "issue:43550", "issue:43723", "issue:43824", - "issue:43901", "issue:43976", "issue:44162", + "issue:44242", "issue:44246", "issue:44295", "issue:44297", "issue:44336", "issue:44373", + "issue:44485", "issue:44496", "issue:44589", "issue:44871", @@ -13467,16 +13759,15 @@ "issue:45072", "issue:45083", "issue:45103", - "issue:45325", "issue:45362", "issue:45397", "issue:45561", "issue:45563", "issue:45588", - "issue:45600", - "issue:45712", + "issue:45593", "issue:46291", "issue:46399", + "issue:46506", "issue:46614", "issue:46655", "issue:46665", @@ -13488,22 +13779,20 @@ "issue:47145", "issue:47176", "issue:47177", - "issue:47217" + "issue:47217", + "issue:47312", + "issue:47333" ], "soft_pairs": [ - "issue:43901|issue:44246", - "issue:45600|issue:45712", - "issue:42796|issue:43441", - "issue:43575|issue:47145", - "issue:45325|issue:46851", + "issue:43824|issue:43976", "issue:44589|issue:45362", "issue:44336|issue:44373", - "issue:43824|issue:43976", "issue:47176|issue:47177", "issue:43723|issue:44162", + "issue:45362|issue:47333", "issue:45083|issue:46851", - "issue:44246|issue:44496", "issue:44297|issue:45397", + "issue:44246|issue:44496", "issue:44871|issue:47145", "issue:42617|issue:43976", "issue:46291|issue:46399", @@ -13512,231 +13801,235 @@ "issue:45003|issue:47217", "issue:42491|issue:43299", "issue:45072|issue:46829", - "issue:43531|issue:45362", "issue:43526|issue:45003", "issue:45103|issue:46399", "issue:43540|issue:46752", "issue:45588|issue:46851", "issue:44295|issue:45397", "issue:45561|issue:45563", - "issue:44246|issue:44871", + "issue:46614|issue:46665", "issue:45003|issue:46821", - "issue:46614|issue:46665" + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:43540|issue:46655", + "issue:42915|issue:47312" ], - "prepared_review_unit_hash": "12e0488923a9e5a51ef6282be82aa1eb53e81c71d59fdf5a45c1f819d2c581dd", + "prepared_review_unit_hash": "7468fcac9d6f92f88879a776830a13d8dbbbb4f6ce1a38cabe87e46509216368", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37010, - "estimated_input_tokens": 9253, - "estimated_eval_tokens": 18762 + "serialized_chars": 36839, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated issues across Qwen/Mistral/Gemma/vision/tokenizer/infra/docs topics, and none of the soft pairs look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue is suitable because the cluster does not share one underlying bug or change; it is a loose topical grouping with many unrelated failures.", + "summary": "Mostly a false-positive similarity cluster: the issues span unrelated bugs across loading, kernels, tokenizers, vision/video processors, security, and misc utilities. I don\u2019t see any pair that is the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43824 is the strongest representative because it has the most discussion/inbound attention and describes a concrete, broadly impactful transformers v5 loading regression.", "canonical_pr_reason": null, - "best_issue_reason": "No issue cleanly represents the whole set; any choice would overfit one subtopic and mischaracterize the rest of the cluster.", + "best_issue_reason": "issue:43824 is the clearest cluster anchor: specific, user-facing, and broadly relevant to the v5 API breakage theme, while most others are narrower or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43901", - "right": "issue:44246", - "accept": false, - "reason": "Docs/behavior mismatch for TextClassificationPipeline is unrelated to intermittent import slowness." - }, - { - "left": "issue:45600", - "right": "issue:45712", - "accept": false, - "reason": "One is stale auto_mappings references; the other is leftover dummy classes in a different validation path." - }, - { - "left": "issue:42796", - "right": "issue:43441", - "accept": false, - "reason": "Both involve Ministral, but one is tokenizer BPE handling and the other is FlashAttention model loading." - }, - { - "left": "issue:43575", - "right": "issue:47145", - "accept": false, - "reason": "Qwen2 tp OOM and FP8 weight_scale loading are different failure modes and code paths." - }, - { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Both mention position_ids, but they affect different Qwen model families and different bugs." + "reason": "Different problems: Qwen2.5-VL import/export regression vs Python version compatibility failure." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Missing Float8 storage support is unrelated to Qwen3.5 chat crash behavior." + "reason": "Unrelated: float8 storage deserialization error vs Qwen3.5 chat crash." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI codes in loading_report and a wrong docstring are separate documentation/utility issues." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "ImportError for a missing class and Python version compatibility are unrelated regressions." + "reason": "Different scope: ANSI coloring in loading_report vs a docstring typo for position_ids." }, { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Command substitution allowlist bypass and tar/zip slip are distinct security vulnerabilities." + "reason": "Both security-related, but distinct bugs: shell command substitution bypass vs tar/zip path traversal RCE." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading failure and ESM2 breakage are different model/loading problems." + "reason": "Unrelated tokenizer loading issue vs ESM2 model breakage." }, { - "left": "issue:45083", - "right": "issue:46851", + "left": "issue:45362", + "right": "issue:47333", "accept": false, - "reason": "Helper length calculation in qwen3_omni_moe is not the same bug as Qwen3.5 variable-length position_ids." + "reason": "Different code paths: Qwen3.5 chat crash vs disk-offload save failure for Qwen3-30B-A3B." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "Import slowness and unrecognized model config are unrelated loader issues." + "reason": "Both Qwen-family, but one is a feature-extractor length helper bug and the other is variable-length position_ids handling." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer config mismatch and gemma-4 zero3 loading are different areas and symptoms." + "reason": "Tokenizer metadata mismatch vs gemma-4 zero3/from_pretrained failure; not the same defect." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance regression vs unrecognized-model/config.json loading error." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "Gemma EOS token inconsistency is unrelated to FP8 checkpoint weight scaling." + "reason": "Different checkpoint/config issues: eos_token_id mismatch vs missing FP8 weight_scale application." }, { "left": "issue:42617", "right": "issue:43976", "accept": false, - "reason": "3d_parallel.py runtime failure is not the same as a Python version support issue." + "reason": "3d_parallel.py runtime issue is unrelated to Python 3.9/3.10 support." }, { "left": "issue:46291", "right": "issue:46399", "accept": false, - "reason": "Both involve kernels, but they fail for different reasons and on different code paths." + "reason": "Kernel package import/versioning failure vs Qwen3.5 rotary registration error; different failures." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "A kernels registration crash in Qwen3.5 is unrelated to variable-length position_ids handling." + "reason": "Both Qwen3.5-related, but one is kernel registration/import error and the other is position_ids/variable-length behavior." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding math and missing vision-backend handling are separate processor problems." + "reason": "Video padding bug in SmolVLM vs missing vision-backend handling in AutoProcessor." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "Unsafe sys.modules access and VL image-placeholder parsing are different bugs." + "reason": "sys.modules access safety bug vs VL image-placeholder parsing failure." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE/versioning, but one is LoRA compatibility and the other is base model loading regression." + "reason": "Both involve Qwen3 MoE on v5, but one is LoRA compatibility across hf4.x/hf5.x and the other is base-model loading for Qwen3VL MoE." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "bf16 dtype mismatches and incorrect hidden_states output are unrelated model-output issues." - }, - { - "left": "issue:43531", - "right": "issue:45362", - "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE is not the same as Qwen3.5 chat crashes." + "reason": "Unrelated: dtype mismatch in inference vs incorrect hidden_states field in output object." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BEiT label reduction and modeling_utils sys.modules access are unrelated." + "reason": "BEiT image processor label reduction bug vs unsafe sys.modules access; no shared code path." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "Auto-docstring annotation handling and Qwen3.5 kernel registration are different subsystems." + "reason": "Auto-docstring annotation crash is unrelated to kernel registration error." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe is unrelated to empty chat template input handling." + "reason": "Qwen3OmniMoe video-input ValueError vs empty-list chat template IndexError." }, { "left": "issue:45588", "right": "issue:46851", "accept": false, - "reason": "FlashAttention sink-less model crash and Qwen3.5 variable-length position_ids are different failures." + "reason": "Flash-attention sinkless-model crash vs Qwen3.5 variable-length position_ids bug." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Buffer access for position_ids and gemma-4 zero3 loading are not the same defect." + "reason": "Buffer access error for position_ids vs gemma-4 zero3 loading issue; different symptoms and likely causes." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "xdist capture-file races and a stale generate warning are unrelated testing/generation issues." + "reason": "xdist file-write race vs stale warning in paged generate; unrelated." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:46614", + "right": "issue:46665", "accept": false, - "reason": "Import performance and Gemma EOS token configuration are unrelated." + "reason": "Stateful phonemizer language bug vs from_pretrained behavior inside Python classes; not the same issue." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "sys.modules safety and TimesFM window_size AttributeError are different bugs." + "reason": "sys.modules access bug is unrelated to TimesFM window_size AttributeError." }, { - "left": "issue:46614", - "right": "issue:46665", + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and Gemma eos_token configuration mismatch are different regressions." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code emission bug vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different subsystems and failures: torch.compile+SDPA in Bamba vs CPU/CUDA result mismatch in PPDocLayoutV3." + }, + { + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "Stale phonemizer backend state and from_pretrained class behavior are not the same issue." + "reason": "Auxiliary-loss gating bugs in different models with different conditions; not the same concrete change." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Different multimodal bugs: Qwen3OmniMoe video input error vs SmolVLM video padding calculation." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to kernels 0.16 incompatibility." } ] }, @@ -13751,41 +14044,42 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 45, - "review_unit_count": 64, + "review_unit_index": 46, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:36246", "issue:41950", "issue:42757", "issue:42886", - "issue:42915", "issue:43257", "issue:43295", "issue:43352", - "issue:43540", - "issue:43550", + "issue:43475", "issue:43596", "issue:43901", + "issue:44038", "issue:44060", "issue:44077", "issue:44162", "issue:44220", "issue:44242", "issue:44295", - "issue:44336", "issue:44351", "issue:44451", "issue:44466", "issue:44479", - "issue:44485", + "issue:44623", "issue:44749", "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", "issue:45003", "issue:45137", "issue:45200", @@ -13793,240 +14087,247 @@ "issue:45292", "issue:45335", "issue:45375", + "issue:45459", "issue:45561", - "issue:45593", "issue:45600", "issue:45701", "issue:45759", "issue:46132", "issue:46170", + "issue:46369", "issue:46506", "issue:46655", "issue:46726", "issue:46752", "issue:47217", - "issue:47312", "issue:47321" ], "soft_pairs": [ - "issue:44336|issue:44485", - "issue:43550|issue:46506", - "issue:44242|issue:45593", - "issue:42915|issue:47312", "issue:42886|issue:46132", - "issue:44779|issue:45292", - "issue:43540|issue:46655", - "issue:43257|issue:45137", "issue:41950|issue:44220", - "issue:43901|issue:45003", + "issue:44779|issue:45292", "issue:46726|issue:47217", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:36246|issue:43596", + "issue:44479|issue:46655", "issue:36246|issue:42757", "issue:36246|issue:44351", - "issue:36246|issue:43596", "issue:45375|issue:45759", - "issue:44479|issue:46655", "issue:44451|issue:46752", "issue:45292|issue:45701", - "issue:43295|issue:45292", "issue:44295|issue:44749", "issue:44162|issue:45200", - "issue:45137|issue:45600", + "issue:43295|issue:45292", "issue:43352|issue:45250", + "issue:45137|issue:45600", "issue:44466|issue:45335", "issue:46170|issue:47321", "issue:44060|issue:44077", - "issue:45003|issue:45561" + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375", + "issue:44623|issue:46726", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:44242|issue:44857" ], - "prepared_review_unit_hash": "d752a514c967eca87deae5fa29558946e907da7c577f6627632f37bb6d7bb10b", + "prepared_review_unit_hash": "70800eac88f4aad8c8aea07c36e900b24f2c617883f997de7cce09f39fdc012d", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35054, - "estimated_input_tokens": 8764, - "estimated_eval_tokens": 17784 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35954, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: a few multimodal/video regressions, several model-specific training/loading bugs, and a handful of docs/import/config issues. I did not find any pair that clearly describes the same underlying bug or change, so all soft edges should stay separate.", - "confidence": 0.87, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster; 44479 is the best anchor only because it is the broadest concrete regression and the closest to the small set of related multimodal/video reports.", + "summary": "The cluster is heterogeneous: all soft-similarity pairs are false positives, with only broad overlap in model families, versions, or subsystems. No single canonical duplicate issue/PR stands out.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44479 is the strongest overall issue candidate: it is specific, reproducible, and spans multiple Qwen VL variants, making it the most useful cluster representative among otherwise unrelated reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "ANSI/terminal output formatting is unrelated to GLM-5 RoPE implementation; different subsystem and failure mode." - }, - { - "left": "issue:43550", - "right": "issue:46506", - "accept": false, - "reason": "One is a torch.compile/SDPA failure in Bamba, the other a CPU vs CUDA divergence in PPDocLayoutV3; no shared code-path bug." - }, - { - "left": "issue:44242", - "right": "issue:45593", - "accept": false, - "reason": "Both concern missing auxiliary terms, but they are different models and different loss mechanisms; too broad to merge as one bug." - }, - { - "left": "issue:42915", - "right": "issue:47312", - "accept": false, - "reason": "Qwen3Moe FP8 failure and kernel compatibility issue are separate environment/model compatibility problems." - }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading is unrelated to AttentionInterface.register behavior changes." + "reason": "Different problem domains: offline cache loading vs attention registry behavior." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated pipeline/image-processor routing issue vs audio feature extraction bug." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer output changes and resize_token_embeddings not updating output embeddings are different defects in different APIs." + "reason": "Tokenizer correctness regression vs embedding resize not propagating; different code paths." }, { - "left": "issue:43540", - "right": "issue:46655", + "left": "issue:46726", + "right": "issue:47217", "accept": false, - "reason": "Both are video-related, but one is a Qwen3OmniMoe processing error and the other is a SmolVLM padding calculation bug." + "reason": "Processor backend-missing error vs VL placeholder-in-text failure; not the same bug." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Accelerate+deepspeed weight conversion and ZeRO3 empty deque/indexing are distinct loading/runtime failures." + "reason": "Docs mismatch for a pipeline API vs unsafe sys.modules access in modeling_utils." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Pipeline image-processor lookup and _torch_extract_fbank_features are unrelated pipeline/audio-processing issues." + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is ZeRO3 init deque crash." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Docs mentioning return_all_scores and unsafe sys.modules access are not the same bug or fix." + "reason": "ImportError for a Qwen image processor vs BertModel/ZeRO3 index error; different failures." }, { - "left": "issue:46726", - "right": "issue:47217", + "left": "issue:44479", + "right": "issue:46655", "accept": false, - "reason": "Missing vision backend error in AutoProcessor is different from failing when an image placeholder appears in user text." + "reason": "Both mention video processing, but the affected models and likely bug locations differ." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Importing Qwen2_5_VLImageProcessor and importing is_offline_mode from huggingface_hub are unrelated import errors." + "reason": "Different missing-import failures from different packages and root causes." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols from different modules; not the same underlying breakage." - }, - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "Model import error and BertModel Zero3 index error do not share a code path." + "reason": "Different missing-import targets; no shared code-path evidence." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing config field in Qwen3_5MoeVisionConfig is unrelated to AutoModelForCausalLM.from_config unwrapping text_config." - }, - { - "left": "issue:44479", - "right": "issue:46655", - "accept": false, - "reason": "Both touch video input, but 44479 is a multi-model Qwen VL regression while 46655 is a SmolVLM-specific padding bug." + "reason": "Both touch Qwen multimodal config handling, but one is a strict-field drop and the other is text_config unwrapping." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Loading a specific model and apply_chat_template on an empty list are unrelated failures." + "reason": "Model loading failure vs empty-list chat template IndexError; unrelated." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "resize_token_embeddings behavior is distinct from tokenizer output changing across transformers versions." - }, - { - "left": "issue:43295", - "right": "issue:45292", - "accept": false, - "reason": "Custom processor/tokenizer regression is not the same as output embeddings not updating after resize_token_embeddings." + "reason": "Embedding resize bug vs tokenization changes; different behaviors and layers." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access error and overall slowdown after upgrading are not the same defect." + "reason": "Registering position_ids as buffer vs performance regression after upgrade; not the same bug." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are different model-specific issues." + "reason": "ESM2 model breakage vs Gemma 4 token-type defaulting; different model-specific issues." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:43295", + "right": "issue:45292", "accept": false, - "reason": "ZeRO3 deque failure and stale auto_mappings references are unrelated." + "reason": "Processor.tokenizer regression vs embedding resize propagation; no concrete overlap." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Nemotron Flash Attention support error is distinct from a generic Flash Attention 2.0 issue." + "reason": "Generic Flash Attention support request vs model-specific unsupported FA2 error." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 init crash vs auto_mappings stale config references; different code paths." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Tied-weights serialization inconsistency and t5gemma decoder.embed_tokens not resizing are related only at a very high level, but not the same bug." + "reason": "Serialization of tied weights vs resize_token_embeddings not updating decoder embeddings." }, { "left": "issue:46170", "right": "issue:47321", "accept": false, - "reason": "Windows ROCm import/distributed dependency problem is unrelated to AMD quark class updates." + "reason": "Windows/ROCm distributed import issue vs AMD quark class update; unrelated." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next is not the same as patchtsmixer post_init being optional." + "reason": "Incorrect tied-weights warning vs patchtsmixer post_init policy; different model logic." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access safety and pytest-xdist race on captured_info.txt are different concurrency/safety issues." + "reason": "Unsafe sys.modules access vs xdist race in testing utils; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 video encoder attribute error vs SAM3 LiteText memory overflow; different failures." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading failure for granite_speech vs missing field in Qwen vision config." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "save_pretrained missing files vs AutoProcessor backend-unavailable load error; different lifecycle stages." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading regression for a specific repo vs protobuf-related tokenizer exception masking." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe regression vs CPU/CUDA output mismatch in PPDocLayoutV3; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router-loss omission bug vs AMP/CUDA image-loss crash; different components." } ] }, @@ -14041,14 +14342,14 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 46, - "review_unit_count": 64, + "review_unit_index": 47, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:29870", "issue:30333", @@ -14063,260 +14364,260 @@ "issue:43723", "issue:43906", "issue:43931", - "issue:44038", "issue:44162", "issue:44188", - "issue:44242", + "issue:44361", "issue:44368", "issue:44479", - "issue:44623", - "issue:44857", + "issue:44483", + "issue:44749", "issue:44877", "issue:44977", - "issue:44987", "issue:44995", + "issue:45103", "issue:45200", "issue:45229", - "issue:45375", "issue:45397", "issue:45412", - "issue:45459", "issue:45563", "issue:45588", + "issue:45593", "issue:45656", "issue:45685", "issue:45987", "issue:46082", "issue:46123", + "issue:46132", "issue:46170", "issue:46202", - "issue:46369", + "issue:46421", "issue:46431", - "issue:46506", "issue:46710", - "issue:46726", "issue:46851", + "issue:46858", + "issue:47068", + "issue:47145", "issue:47312" ], "soft_pairs": [ - "issue:43475|issue:46369", - "issue:44877|issue:45375", - "issue:44038|issue:46506", - "issue:44987|issue:45459", "issue:44995|issue:45200", - "issue:44623|issue:46726", - "issue:44242|issue:44857", "issue:44479|issue:46170", "issue:29870|issue:30333", - "issue:44877|issue:46170", "issue:45397|issue:45656", + "issue:44877|issue:46170", "issue:44368|issue:44977", - "issue:44995|issue:45588", "issue:42199|issue:46851", - "issue:43475|issue:43540", + "issue:44995|issue:45588", "issue:43653|issue:44162", - "issue:42994|issue:47312", + "issue:43475|issue:43540", "issue:45685|issue:46431", - "issue:42886|issue:45229", "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:42994|issue:47312", "issue:43723|issue:46710", "issue:43065|issue:43408", - "issue:43931|issue:44368", "issue:44188|issue:46202", + "issue:43931|issue:44368", "issue:45987|issue:46082", "issue:43906|issue:46202", - "issue:44368|issue:45563" + "issue:44368|issue:45563", + "issue:44483|issue:46202", + "issue:46132|issue:47145", + "issue:44188|issue:46421", + "issue:44361|issue:44749", + "issue:45593|issue:47068", + "issue:45103|issue:46858" ], - "prepared_review_unit_hash": "7dcd9ee946269a35397689360662c9ff347f197a395d15ecc4f43724cac5f9a4", + "prepared_review_unit_hash": "8696dc009c0b6734843a0aee07d288096f1cf8df2334f35f303ea45bb4c58922", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35105, - "estimated_input_tokens": 8777, - "estimated_eval_tokens": 17810 + "serialized_chars": 35370, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; the soft pairs are mostly loose topical similarities rather than true duplicates, so no merges are justified.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue: the candidate pairs span unrelated bugs across different models, configs, tokenizers, and runtime paths.", + "summary": "This cluster is a fuzzy-similarity false positive: the issues span unrelated models, subsystems, and failure modes. None of the soft pairs look like the same underlying bug, and there is no clear canonical duplicate hub.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the soft links are all cross-topic false positives.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44877 is the closest thing to an anchor because it is a concrete, well-scoped config-loading regression, but it still does not represent the rest of the cluster well.", + "best_issue_reason": "No issue here is a good global representative for deduplication since the items are unrelated rather than alternate reports of one bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43475", - "right": "issue:46369", - "accept": false, - "reason": "SAM3 attribute access failure vs. memory overflow; different symptoms and code paths." - }, - { - "left": "issue:44877", - "right": "issue:45375", - "accept": false, - "reason": "Both involve config handling, but they are different model-specific missing-field reports, not the same bug." - }, - { - "left": "issue:44038", - "right": "issue:46506", - "accept": false, - "reason": "Both mention Qwen3-VL behavior, but one is a loading/version bug and the other is a CPU/CUDA output divergence." - }, - { - "left": "issue:44987", - "right": "issue:45459", - "accept": false, - "reason": "Tokenizer load failure vs. tokenizer error masking; distinct failure modes." - }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Second-forward stale cache crash is unrelated to Gemma4 mm_token_type_ids defaulting." - }, - { - "left": "issue:44623", - "right": "issue:46726", - "accept": false, - "reason": "Processor save missing files and AutoProcessor backend-missing errors are different code paths." - }, - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "Load-balancing loss omission is unrelated to an AMP/CUDA crash in LwDetrImageLoss." + "reason": "Different bugs: stale indexer cache on second forward pass vs Gemma 4 text-only fine-tuning mm_token_type_ids handling." }, { "left": "issue:44479", "right": "issue:46170", "accept": false, - "reason": "Video-input regression in Qwen models is unrelated to Windows/ROCm distributed import issues." + "reason": "Unrelated: video-input regression in Qwen VL models vs Windows/ROCm import failure from torch.distributed dependency." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "BART generate UnboundLocalError and MLflow reporting failure are unrelated." - }, - { - "left": "issue:44877", - "right": "issue:46170", - "accept": false, - "reason": "Config loading strictness is unrelated to torch.distributed dependency/import errors." + "reason": "Different domains: BART generate() UnboundLocalError vs MLflow job status reporting after failed training." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 from_pretrained/Zero3 issue is unrelated to a duplicated optimizer step under deepspeed." + "reason": "Both mention Deepspeed, but one is Gemma-4 from_pretrained loading and the other is an optimizer-step double-call bug." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "A tie_word_embeddings warning is not the same as a flash-attention generation bug." + "reason": "Different subsystems: strict config loading for granite_speech vs a Windows ROCm import/type error." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Stale indexer cache crash and flash_attention s_aux=None crash are different bugs." + "reason": "Same model family, but not the same bug: a harmless tie_word_embeddings warning vs a flash-attention generation failure." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality error and Qwen3.5 variable-length position_ids issue are unrelated model behaviors." + "reason": "Completely different models and failures: DETR cardinality logic vs Qwen3.5 variable-length position_ids behavior." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "SAM3 output attribute error and Qwen3OmniMoe video-processing ValueError do not share a concrete code path." + "reason": "Both are crashes, but they affect different code paths and models: stale indexer cache vs flash_attention.py s_aux=None handling." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer mask-token decode issue is unrelated to ESM2 breakage." + "reason": "Different models and symptoms: BigBirdTokenizer special-token registration vs ESM2 being broken." }, { - "left": "issue:42994", - "right": "issue:47312", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "Quantized model saving failure and a kernel compatibility issue are not the same bug." + "reason": "Unrelated: SAM3 vision encoder output attribute error vs Qwen3OmniMoe video-input ValueError." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram integer error is unrelated to missing chat-template support." + "reason": "No shared bug: an MPS histogram/int issue vs apply_chat_template requiring a chat template." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different problems: RT-DETR memory not released on deletion vs MaskGenerationPipeline final-batch result dropping." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different failure classes." + "reason": "Unrelated: offline tokenizer cache loading vs Gemma 4 multi-GPU inference CUDA OOM." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:42994", + "right": "issue:47312", "accept": false, - "reason": "RT-DETR memory leak on deletion and MaskGenerationPipeline partial-batch dropping are distinct issues." + "reason": "Different issues: quantized model saving failure vs kernels 0.16 incompatibility." }, { "left": "issue:43723", "right": "issue:46710", "accept": false, - "reason": "AutoTokenizer v5 loading issue is unrelated to an accuracy regression after version upgrade." + "reason": "Different symptoms and scope: AutoTokenizer loading in v5 vs an accuracy regression after upgrading Transformers." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker config mismatch are different SAM3 issues." + "reason": "Same project area, but not the same bug: dummy Conv2d in Sam3PixelDecoder vs a model-type warning for sam3_video/sam3_tracker." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44188", + "right": "issue:46202", "accept": false, - "reason": "Qwen3-VL-30B weight-shape mismatch is unrelated to a LoRA warning about tied embeddings." + "reason": "Unrelated: torch.compile branching in attention kernels vs Gemma pipeline roundtrip failure on \u2581." }, { - "left": "issue:44188", - "right": "issue:46202", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "torch.compile attention-kernel divergence and Gemma pipeline roundtrip failure are not the same underlying bug." + "reason": "Different failures: Qwen3-VL weight-shape mismatch vs a Qwen3.5 tied-embeddings warning." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type contract bug and LlamaConfig head_dim validation are unrelated." + "reason": "Distinct bugs: StaticCache returning a tensor instead of int vs LlamaConfig rejecting incompatible head_dim." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "Isolated repro of a prior issue and Gemma pipeline roundtrip failure do not indicate the same code-path problem." + "reason": "No clear overlap: an isolated reproduction of another issue vs Gemma pipeline roundtrip tokenization failure." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A config warning about tied embeddings is unrelated to a stale num_return_sequences warning." + "reason": "Both are generation-related warnings, but one is a Qwen3.5 fine-tuning config warning and the other is a stale paged-generate warning." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Different areas: /v1/chat/completions request rejection vs Gemma token roundtrip failure." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "Unrelated: AttentionInterface.register altering registered functions vs FP8 checkpoint weight_scale not applied." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache/compile wording, but one is attention-kernel divergence and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different bugs: MLLukeTokenizer AttributeError vs a performance regression after upgrading Transformers." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Unrelated: D-FINE auxiliary-loss behavior vs a host synchronization concern from a CUDA tensor conditional." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Different code paths: auto_docstring annotations crash vs cache.get_seq_length() device-tensor arithmetic breakage." } ] }, @@ -14331,297 +14632,289 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 47, - "review_unit_count": 64, + "review_unit_index": 48, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:28282", "issue:30990", "issue:39692", - "issue:42994", + "issue:41628", "issue:43065", + "issue:43232", "issue:43475", - "issue:43482", "issue:43643", "issue:43646", + "issue:43673", "issue:43701", + "issue:43723", "issue:43784", "issue:43994", + "issue:44038", "issue:44162", "issue:44188", "issue:44297", - "issue:44361", "issue:44373", - "issue:44483", "issue:44623", "issue:44749", + "issue:44869", "issue:44871", + "issue:44933", "issue:44964", - "issue:45103", "issue:45137", "issue:45230", + "issue:45310", + "issue:45356", "issue:45375", "issue:45397", "issue:45478", "issue:45561", - "issue:45593", "issue:45656", "issue:46123", "issue:46132", - "issue:46202", + "issue:46326", "issue:46399", - "issue:46421", "issue:46463", "issue:46726", "issue:46752", "issue:46821", "issue:46851", - "issue:46858", "issue:46877", "issue:47000", "issue:47020", - "issue:47068", - "issue:47145", "issue:47217" ], "soft_pairs": [ - "issue:46132|issue:47145", - "issue:44483|issue:46202", - "issue:44188|issue:46421", - "issue:45593|issue:47068", - "issue:44361|issue:44749", - "issue:45103|issue:46858", "issue:46752|issue:47020", "issue:43994|issue:46726", "issue:43701|issue:44749", - "issue:44297|issue:44623", "issue:44749|issue:45656", + "issue:44297|issue:44623", "issue:43065|issue:46123", "issue:43646|issue:44162", - "issue:44623|issue:45656", - "issue:44964|issue:45137", - "issue:43475|issue:46821", + "issue:44623|issue:45656", "issue:43475|issue:43643", + "issue:43475|issue:46821", "issue:43784|issue:46399", + "issue:44964|issue:45137", "issue:44373|issue:46851", - "issue:42994|issue:43482", "issue:39692|issue:46726", "issue:44188|issue:46851", - "issue:44871|issue:46132", "issue:28282|issue:30990", + "issue:44871|issue:46132", "issue:46463|issue:46877", "issue:45561|issue:47217", "issue:45375|issue:45478", "issue:45230|issue:45397", - "issue:46877|issue:47000" + "issue:43723|issue:46326", + "issue:46877|issue:47000", + "issue:44038|issue:44623", + "issue:43232|issue:43673", + "issue:44869|issue:45356", + "issue:45310|issue:45375", + "issue:41628|issue:44933" ], - "prepared_review_unit_hash": "beb658631c09a30b73ef95e15f939f81004e3423ce2d009c09fe8347a9732b78", + "prepared_review_unit_hash": "ab6ae3dab73d1196dadbcb00541730c5a93b26c7c57f63c423377f5c25037f72", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36273, - "estimated_input_tokens": 9069, - "estimated_eval_tokens": 18394 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35272, + "estimated_input_tokens": 8818, + "estimated_eval_tokens": 17892 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes many unrelated bugs across loading, tokenization, vision, training, and docs. I treat the items as separate issues and reject all soft-edge merges.", - "confidence": 0.18, - "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s recurring theme of breaking changes in Transformers 5 affecting model initialization/loading, but the cluster is too heterogeneous for a strong canonical choice.", + "summary": "This cluster is a loose grab-bag of Transformers regressions across generation, tokenization, vision, save/load, and docs; the soft pairs share superficial wording but not the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s dominant theme: Transformers 5.0 breaking model initialization/loading paths. It is more central and general than the other, narrower model-specific or API-specific regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best single issue representative because it is the most general and centrally phrased failure mode among the mixed v5 compatibility reports.", + "best_issue_reason": "issue:43646 is the best single issue to anchor this cluster because it captures the widest cross-cutting regression class, while the rest are mostly specific manifestations or unrelated failures.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46132", - "right": "issue:47145", - "accept": false, - "reason": "Different failures: attention registration behavior vs FP8 checkpoint loading/weight_scale handling. Not the same code path." - }, - { - "left": "issue:44483", - "right": "issue:46202", - "accept": false, - "reason": "Chat-completions request validation and Gemma roundtrip tokenization are unrelated bugs." - }, - { - "left": "issue:44188", - "right": "issue:46421", - "accept": false, - "reason": "Both involve compiled/cache paths, but one is kernel divergence and the other is lazy cache init recompilation; not the same defect." - }, - { - "left": "issue:45593", - "right": "issue:47068", - "accept": false, - "reason": "Different DeepSpeed/loss problems: missing auxiliary losses vs a host-sync conditional in compute_loss." - }, - { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "Tokenizer AttributeError and a training performance regression are unrelated." - }, - { - "left": "issue:45103", - "right": "issue:46858", - "accept": false, - "reason": "Auto-docstring annotation parsing crash vs cache seq-length device tensor arithmetic bug; distinct subsystems." - }, { "left": "issue:46752", "right": "issue:47020", "accept": false, - "reason": "Empty chat-template input crash and XLMRoberta tokenizer init/type mismatch are different tokenizer issues." + "reason": "Empty-chat-list chat-template crash and XLMRobertaTokenizer/Unigram constructor mismatch are different tokenizer bugs on different code paths." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "SigLIP2 wrong outputs and missing-vision-backend processor error are different failure modes." + "reason": "SigLIP2 bad outputs with AutoModel/pipeline is a model-behavior bug; AutoProcessor 'Unrecognized image processor' is a missing-backend/loading error." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint resume key mismatch is not the same as a data-filtering slowdown regression." + "reason": "resume_from_checkpoint key mismatch and the Chinese performance regression after upgrade are unrelated failures." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata mismatch and processor save missing files are related by save_pretrained, but they are different artifacts and bugs." + "reason": "A data-filtering slowdown and a DeepSpeed optimizer-step duplication bug are different problems." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "Training slowdown vs duplicate optimizer.step() under DeepSpeed are not the same underlying bug." + "reason": "tokenizer.save_pretrained tokenizer_class mismatch and processor.save_pretrained missing files are similar APIs but distinct save-format bugs." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Dummy Conv2d in SAM3 decoder and mask pipeline final-batch handling are unrelated." + "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch dropping are unrelated model vs pipeline bugs." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model init breakage and ESM2 breakage are separate model-specific issues." + "reason": "Generic custom-model initialization breakage and the ESM2-specific regression are not the same code-path or model family." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor saving files and double optimizer stepping are unrelated." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated." + "reason": "Processor save_pretrained file emission and DeepSpeed optimizer-step behavior are unrelated." }, { "left": "issue:43475", - "right": "issue:46821", + "right": "issue:43643", "accept": false, - "reason": "Missing vision encoder output field and TimesFM window_size AttributeError are different model APIs." + "reason": "Missing Sam3VisionEncoderOutput field and AutoConfig trust_remote_code field loss are both missing-field symptoms, but in different objects and APIs." }, { "left": "issue:43475", - "right": "issue:43643", + "right": "issue:46821", "accept": false, - "reason": "Missing fpn_position_embeddings and trust_remote_code field loss are different config/output issues." + "reason": "Sam3 vision encoder output attribute error and TimesFM window_size AttributeError involve different models and code paths." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time NameError in sentence-transformers vs Qwen3.5 kernel registration ValueError are distinct bugs." + "reason": "Sentence-transformers import NameError for nn and Qwen3.5 kernel registration ValueError are unrelated import/runtime bugs." }, { - "left": "issue:44373", - "right": "issue:46851", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Wrong docstring and variable-length position_ids failure are not the same defect." + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are different subsystems and failure modes." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:44373", + "right": "issue:46851", "accept": false, - "reason": "Quantized model saving failure and GGUF loading failure are separate serialization/loading paths." + "reason": "A docstring typo for position_ids is not the same as a runtime variable-length input bug in Qwen3.5." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "Documentation example errors and missing-backend processor error are not duplicates." + "reason": "SigLIP2 documentation example errors and AutoProcessor missing-vision-backend handling are different kinds of issues." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile kernel branching divergence and Qwen3.5 variable-length position_ids are unrelated." + "reason": "torch.compile attention-kernel divergence and Qwen3.5 position_ids behavior are different bugs." }, { - "left": "issue:44871", - "right": "issue:46132", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Gemma eos_token_id config mismatch and AttentionInterface.register behavior change are unrelated." + "reason": "Missing PyTorch ImportError and sentence-transformers getting stuck loading are distinct startup problems." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44871", + "right": "issue:46132", "accept": false, - "reason": "Missing PyTorch import error and loading hang are different backend/runtime failures." + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are unrelated." }, { "left": "issue:46463", "right": "issue:46877", "accept": false, - "reason": "T5 decoder input validation messaging and auto_docstring stdout diagnostics are unrelated." + "reason": "T5 decoder-input validation messaging and auto_docstring stdout spam are different issues in unrelated utilities." }, { "left": "issue:45561", "right": "issue:47217", "accept": false, - "reason": "pytest-xdist file race and VL image-placeholder failure are unrelated." + "reason": "pytest-xdist captured_info.txt race and VL image-placeholder handling are unrelated." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5 Moe, but one is a missing config field silently dropped and the other is a from_pretrained load error; not enough evidence of the same bug." + "reason": "Missing deepstack_visual_indexes in Qwen3.5MoeVisionConfig and a broad Qwen3.5 Moe from_pretrained error are too unspecific to treat as the same bug." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic report and gemma-4 Zero3 from_pretrained issue are not duplicates." + "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not duplicates." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer.from_pretrained failure in v5 and continue_final_message for mistral_common are different tokenizer paths." }, { "left": "issue:46877", "right": "issue:47000", "accept": false, - "reason": "Import-time doc-lint output and RTDetrLoss infeasible-cost crash are unrelated." + "reason": "Import-time doc-lint stdout noise and RTDetrLoss infeasible cost-matrix crash are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files do not describe the same underlying defect." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation kwargs update and chunked_prefill cache absence are both generation-related but not the same concrete bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 codec regression are different tokenizer failures." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "A broad Qwen3.5 Moe from_pretrained error and a specific missing-config-field issue are not clearly the same underlying defect." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import failure and a nonexistent image_utils import are different import errors with different symbols." } ] }, @@ -14636,42 +14929,43 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 48, - "review_unit_count": 64, + "review_unit_index": 49, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:30333", + "issue:30990", "issue:33290", + "issue:35141", "issue:36010", "issue:41628", "issue:42175", "issue:42371", "issue:42673", "issue:42831", - "issue:42994", + "issue:42898", "issue:43232", "issue:43278", - "issue:43525", - "issue:43673", "issue:43704", - "issue:43723", "issue:43784", "issue:43824", "issue:43873", + "issue:43976", "issue:44038", "issue:44222", "issue:44351", - "issue:44623", + "issue:44496", + "issue:44568", "issue:44661", "issue:44743", "issue:44792", + "issue:44843", "issue:44857", - "issue:44869", "issue:44933", "issue:44945", "issue:45081", @@ -14679,8 +14973,6 @@ "issue:45103", "issue:45137", "issue:45310", - "issue:45356", - "issue:45375", "issue:45405", "issue:45406", "issue:45561", @@ -14688,266 +14980,262 @@ "issue:45712", "issue:45753", "issue:46202", - "issue:46326", "issue:46701", "issue:46877", "issue:47059", - "issue:47068" + "issue:47068", + "issue:47085" ], "soft_pairs": [ - "issue:44038|issue:44623", - "issue:43232|issue:43673", - "issue:43723|issue:46326", - "issue:45310|issue:45375", - "issue:42994|issue:43525", - "issue:44869|issue:45356", - "issue:41628|issue:44933", "issue:42371|issue:45092", "issue:43873|issue:44945", "issue:36010|issue:41628", "issue:44661|issue:47059", - "issue:43278|issue:45137", "issue:45081|issue:45103", "issue:45406|issue:46202", - "issue:44857|issue:46877", + "issue:43278|issue:45137", "issue:46202|issue:46701", + "issue:44857|issue:46877", "issue:45593|issue:46877", - "issue:44038|issue:45310", "issue:41628|issue:44351", + "issue:44038|issue:45310", "issue:44945|issue:45753", - "issue:44222|issue:45310", "issue:43232|issue:44792", + "issue:44222|issue:45310", "issue:45561|issue:47059", "issue:42175|issue:44933", "issue:44743|issue:47068", - "issue:45405|issue:46877", "issue:42831|issue:44222", + "issue:45405|issue:46877", "issue:30333|issue:33290", - "issue:43784|issue:43824", "issue:42673|issue:43704", - "issue:42175|issue:45712" + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:43784|issue:43824", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085" ], - "prepared_review_unit_hash": "3d0da00086387b5b0cb7be557d39ab8cff0e29d2e029e0c4816737d7c929fc85", + "prepared_review_unit_hash": "b7d1837352f44bc5cd29175218752937574eba59628433e300eb1183742aed12", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36841, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36083, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose collection of mostly unrelated Transformers bugs; I found no soft pair that looks like the same underlying issue/change. Most pairs only share a broad subsystem (imports, generation, tokenizers, quantization, or Qwen/Gemma) but differ in the concrete failing path.", - "confidence": 0.77, - "canonical_issue_reason": "issue:41628 is the clearest, most broadly recognizable user-facing regression in the group: a straightforward top-level import failure with a specific missing symbol. It is a better anchor than the more model-specific or deeply implementation-specific reports.", + "summary": "Only one clear duplicate pair stands out: issue:42673 and issue:43704 describe the same Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads. The other soft pairs are only loosely related by subsystem or symptom and should remain separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is earlier and has more discussion activity than issue:43704, and both report the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the strongest standalone issue to represent the cluster: concise, concrete, and easy to understand as an API-export regression.", + "best_issue_reason": "issue:42673 is the strongest representative of the cluster: it matches the duplicate title, predates issue:43704, and has the fuller discussion thread.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Both are bug reports, but one is about Qwen3-VL-Moe and the other about processor.save_pretrained; different code paths and symptoms." - }, - { - "left": "issue:43232", - "right": "issue:43673", - "accept": false, - "reason": "Both involve generation/cache behavior, but one is about sync_gpus kwargs and the other about chunked prefill cache absence; not the same bug." - }, - { - "left": "issue:43723", - "right": "issue:46326", - "accept": false, - "reason": "Both touch tokenizers, but one is an AutoTokenizer loading failure and the other is continue_final_message behavior for mistral_common; distinct failures." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "Both are Qwen3.5-related, but one is a from_pretrained error and the other is a missing config field in vision config; too different to merge." - }, - { - "left": "issue:42994", - "right": "issue:43525", - "accept": false, - "reason": "Quantized model saving vs a Llama4Config attribute error are unrelated bugs." - }, - { - "left": "issue:44869", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer/decoding problems, but they affect different models and failure mechanisms." - }, - { - "left": "issue:41628", - "right": "issue:44933", - "accept": false, - "reason": "Both are import/export issues, but the missing symbols and affected modules differ; not the same underlying bug." - }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "One is a packaging/backend dependency issue and the other is a remote-code meta-init incompatibility; unrelated." + "reason": "Both are Transformers issues, but they cover different bugs: TF32 settings versus old InternVL2 meta-init incompatibility." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Offloading/quantization behavior is a different problem from incorrect outputs under pipeline parallelism." + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different failure modes." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are missing imports from transformers, but they concern different symbols and likely different export regressions." + "reason": "Both are import errors, but for different symbols and different root causes." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "One is an internal model-registration/tooling bug; the other is a CLI incompatibility with huggingface_hub." - }, - { - "left": "issue:43278", - "right": "issue:45137", - "accept": false, - "reason": "Embedding dtype drift during evaluate and a DeepSpeed deque IndexError are unrelated." + "reason": "Tokenizer model registration failure and a hub CLI completion regression are unrelated." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Both raise AttributeError, but on unrelated code paths: tokenizer regex patching vs docstring parameter processing." + "reason": "These are separate utility crashes with different code paths and causes." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Both mention Gemma, but one is a processor attribute crash and the other is a tokenizer roundtrip failure; different bugs." + "reason": "Both mention Gemma, but one is a missing processor attribute and the other is a tokenizer roundtrip failure." }, { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "A CUDA AMP crash in a loss function is unrelated to auto_docstring printing diagnostics at import time." + "reason": "BF16/FP32 dtype drift and a DeepSpeed deque underflow are unrelated bugs." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Both involve Gemma pipelines, but one is tokenizer roundtrip behavior and the other is an image-text generation pipeline failure." + "reason": "A tokenizer roundtrip issue and an image-text-to-text pipeline failure are not the same bug." }, { - "left": "issue:45593", + "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and auto_docstring stdout noise are unrelated." + "reason": "CUDA AMP loss crash and docstring lint stdout noise are unrelated." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:45593", + "right": "issue:46877", "accept": false, - "reason": "Both mention Qwen3 moe variants, but one is a VL-Moe bug and the other is a Qwen3.5 MoE from_pretrained/config issue; not the same change." + "reason": "D-FINE auxiliary-loss logic and auto_docstring logging are separate areas." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import failures, but for different missing classes and likely different API export regressions." + "reason": "Different missing imports from different modules; not the same export bug." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Pipeline parallelism output correctness and a Qwen3_5 image-specific infinite loop are different bugs." + "reason": "Both involve Qwen3 MoE, but they describe different compatibility and from_pretrained failures." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "FP8 save_pretrained and Qwen3.5 from_pretrained are opposite operations with different failure modes." + "reason": "Pipeline parallelism corruption and a specific-image infinite loop are distinct behaviors." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs/cache handling and a janus image-generation test failure are not the same underlying issue." + "reason": "Generation-kwargs sync behavior and a Janus image-generation test failure do not share a concrete code path." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE and Qwen3.5 from_pretrained errors are different failure mechanisms." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "A pytest-xdist race in testing utilities is unrelated to a CLI failure caused by a dependency version." + "reason": "A pytest-xdist race and a hub CLI completion break are unrelated." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Torch-only install missing TensorFlow backend is unrelated to missing image_utils exports." + "reason": "TensorFlow backend packaging and a nonexistent import from image_utils are separate issues." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "A recurrent-state reset bug in qwen3_5 modular code is unrelated to host synchronization in DeepSpeed loss computation." + "reason": "Qwen3.5 recurrent-state reset and a DeepSpeed host-sync concern are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and FP8 MoE save_pretrained differ in symptom and path." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "A PEFT version pin problem and auto_docstring import-time stdout are unrelated." + "reason": "A PEFT version pin and docstring lint output are completely unrelated." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training and an Adafactor OOM are different training failures." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak scenario with multiple dataloader threads; clear duplicate." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing TensorFlow backend in extras install and dummy class cleanup are unrelated packaging issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup spacing changes and add_special_tokens BOS/EOS behavior are different bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import failures, but they concern different missing exports and different packages." + }, + { + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "FineGrainedFP8 accuracy issues and FP8 save_pretrained failures are both FP8-adjacent but not the same concrete bug." + "reason": "Python version compatibility and a missing image_utils import are unrelated." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "MLFlow reporting on failed training jobs and Deepspeed/Adafactor OOM are unrelated." + "reason": "Model config recognition and a pytest-xdist race are separate problems." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different integration points." + "reason": "A loading hang in Sentence Transformers and embedding reinitialization are different failures." }, { - "left": "issue:42673", - "right": "issue:43704", + "left": "issue:44568", + "right": "issue:47085", "accept": false, - "reason": "They are the same title for the same bug, but I cannot verify a shared underlying code-path from the metadata alone; treat as separate unless more evidence confirms exact duplication." + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are not the same issue." }, { - "left": "issue:42175", - "right": "issue:45712", + "left": "issue:44843", + "right": "issue:47085", "accept": false, - "reason": "Both relate to optional dependency packaging, but one is backend selection and the other is dummy PT object cleanup; not the same issue." + "reason": "Offline Mistral regex patch crash and tokenizer thread-safety regression are different bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the canonical_issue_reason overstates the evidence. The packet supports that issue:42673 is earlier and has more discussion than issue:43704, but it does not support \u201csubstantially more discussion and inbound references\u201d because both items show 0 inbound references. The rest of the summary is conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14955,54 +15243,54 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 49, - "review_unit_count": 64, + "review_unit_index": 50, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:22355", "issue:27957", "issue:28282", "issue:30333", - "issue:30990", "issue:34689", - "issue:35141", "issue:36331", "issue:39692", "issue:42222", "issue:42673", "issue:42898", + "issue:43116", "issue:43295", "issue:43479", "issue:43723", "issue:43874", - "issue:43976", "issue:44016", "issue:44060", + "issue:44075", "issue:44079", "issue:44186", + "issue:44190", + "issue:44222", "issue:44295", + "issue:44297", "issue:44448", - "issue:44496", "issue:44568", "issue:44623", "issue:44734", "issue:44779", - "issue:44843", "issue:44869", - "issue:44933", "issue:45092", "issue:45103", "issue:45125", "issue:45200", "issue:45310", - "issue:45561", + "issue:45405", "issue:45600", "issue:45656", + "issue:45712", "issue:45812", "issue:46077", "issue:46123", @@ -15014,16 +15302,10 @@ "issue:47085" ], "soft_pairs": [ - "issue:42898|issue:44568", - "issue:44496|issue:45561", - "issue:43976|issue:44933", - "issue:30990|issue:35141", - "issue:44843|issue:47085", - "issue:44568|issue:47085", "issue:43479|issue:46829", "issue:42898|issue:45812", - "issue:44623|issue:45310", "issue:44186|issue:47085", + "issue:44623|issue:45310", "issue:42673|issue:46693", "issue:39692|issue:46909", "issue:43723|issue:44568", @@ -15031,235 +15313,227 @@ "issue:44016|issue:46231", "issue:43479|issue:44869", "issue:43479|issue:44079", - "issue:42673|issue:47085", "issue:46077|issue:46123", + "issue:42673|issue:47085", + "issue:42898|issue:44779", "issue:30333|issue:34689", "issue:27957|issue:30333", - "issue:42898|issue:44779", "issue:44060|issue:45125", "issue:42898|issue:43295", "issue:42898|issue:44448", "issue:30333|issue:36331", + "issue:43874|issue:45092", "issue:44295|issue:45656", "issue:42222|issue:45200", - "issue:43874|issue:45092", "issue:22355|issue:28282", - "issue:44734|issue:45103" + "issue:44734|issue:45103", + "issue:43116|issue:44190", + "issue:44075|issue:46231", + "issue:45405|issue:45712", + "issue:44222|issue:44297" ], - "prepared_review_unit_hash": "4e63e18487a06f9937c12cb218ab24ec5218c50c5e283a0fad527515d58d9428", + "prepared_review_unit_hash": "2e126918411242f6c34a48c12be3d1ba56b54d8fcbce77a70a81337e6edc1bb3", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37243, - "estimated_input_tokens": 9311, - "estimated_eval_tokens": 18878 + "soft_pair_count": 29, + "serialized_chars": 36580, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs mostly connect issues by broad subsystem or version-generic wording, but they describe distinct bugs, models, or failure modes. None are close enough to treat as the same underlying issue.", - "confidence": 0.94, - "canonical_issue_reason": "issue:42898 is the most central and broadly framed candidate in the set; it best represents the cluster\u2019s recurring v5/tokenizer-regression theme and has the most soft links.", + "summary": "The suggested pairs are mostly theme-level similarities rather than true duplicates; none look safe to merge as the same underlying bug/change. No PRs are present. The strongest standalone issue is the broad, high-impact Granite tokenizer regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the best anchor: it describes a broad, silent v4\u2192v5 regression affecting all Granite models, has multiple inbound references, and is more central than narrow single-model or documentation-only reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best representative issue because it is the most generic, widely connected tokenizer/v5 regression among the candidates, even though the cluster is not a true duplicate set.", + "best_issue_reason": "issue:45812 has the clearest combination of scope, severity, and reuse value as a reference point for related tokenizer regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42898", - "right": "issue:44568", - "accept": false, - "reason": "Both are tokenizer/v5 regressions, but one is about cleanup spacing behavior and the other about missing BOS/EOS insertion for a specific tokenizer." - }, - { - "left": "issue:44496", - "right": "issue:45561", - "accept": false, - "reason": "Unrecognized model/config loading and xdist file-race are unrelated bugs." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python-version compatibility and a nonexistent image_utils import are different failures." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Sentence Transformers loading hang and embedding reinit on resize are unrelated code paths." - }, - { - "left": "issue:44843", - "right": "issue:47085", - "accept": false, - "reason": "Offline AutoTokenizer hub lookup and tokenizer thread-safety are different problems." - }, - { - "left": "issue:44568", - "right": "issue:47085", - "accept": false, - "reason": "Tokenizer special-token behavior and Rust tokenizer thread-safety are not the same bug." - }, { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Default multimodal config initialization and wrong hidden_states output are distinct model bugs." + "reason": "Both are model-output bugs, but they hit different code paths: multimodal config initialization vs. ImageClassifierOutput field assignment." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different tokenizer behaviors and model families." + "reason": "Both involve v5 tokenizer behavior changes, but one is about clean_up_tokenization_spaces while the other is a Granite token-ID regression." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:44186", + "right": "issue:47085", "accept": false, - "reason": "Missing save_pretrained files and Qwen3.5 MoE from_pretrained failure are unrelated." + "reason": "Different failures: LayoutLMv2Tokenizer NER/padding crash versus tokenizer thread-safety regression." }, { - "left": "issue:44186", - "right": "issue:47085", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "LayoutLMv2 NER/padding crashes and tokenizer thread-safety are different issues." + "reason": "One is missing files from processor.save_pretrained, the other is a from_pretrained load error for Qwen3.5 MoE." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak with multiple dataloader threads and FA2 long-context performance regression are not the same bug." + "reason": "Both mention performance/multi-threaded usage, but one is a VRAM leak in dataloader threads and the other is an FA2 long-context performance regression." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both mention broken docs, but they concern different examples, models, and error types." + "reason": "Both are broken docs examples, but they are unrelated examples with different root causes and model families." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading in v5 and special-token insertion in v5 are separate regressions." + "reason": "Generic tokenizer loading trouble is not the same bug as mDeBERTa not adding BOS/EOS with add_special_tokens=True." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "auto_mappings CI breakage and huggingface_hub CLI test failure are unrelated." + "reason": "Repository CI breakage from stale config references is unrelated to a huggingface_hub CLI compatibility failure." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and documentation parameter mismatch are not the same underlying problem." + "reason": "Notebook syntax error and documentation parameter-name mismatch are both docs issues, but not the same artifact or bug." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config defaults and Whisper timestamp decode crash affect different code paths." + "reason": "Different multimodal/text generation bugs: config default handling versus Whisper word-timestamp decoding crash." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Default config initialization and ModelOutput key assignment are unrelated." + "reason": "The former is config initialization, the latter is a generic ModelOutput key-assignment bug." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Both involve attention/pipeline behavior, but one is Gemma4 mask construction and the other is batch-finalization logic in MaskGenerationPipeline." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and tokenizer thread-safety are different bugs." + "reason": "Thread-related symptoms alone are insufficient; a VRAM leak is not the same as tokenizer thread unsafety." }, { - "left": "issue:46077", - "right": "issue:46123", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Bidirectional attention mask construction and final-batch pipeline flag handling are unrelated." + "reason": "Both are v5 tokenizer regressions, but they affect different models and different tokenization behaviors." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow reporting on failed training and Llama 3.2 vision model loading are separate issues." + "reason": "MLflow job-state reporting and Llama model loading are unrelated." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 with XLMRoberta and MLflow failure reporting are unrelated." - }, - { - "left": "issue:42898", - "right": "issue:44779", - "accept": false, - "reason": "Generic v5 tokenizer cleanup behavior and DeepSeek tokenizer tokenization errors are different regressions." + "reason": "Flash Attention 2 on XLM-Roberta is unrelated to MLflow reporting after failed training jobs." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are distinct Qwen3-related problems." + "reason": "Both are Qwen-family issues, but one is a tied-weights warning and the other is missing tensor-parallel plan metadata." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are v5 tokenizer/processor regressions, but one is cleanup-space behavior while the other is processor.tokenizer/image-handling compatibility." + "reason": "Both are v5 regressions, but one is tokenizer cleanup behavior and the other is processor/tokenizer API compatibility for custom code." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Different output for Pegasus and cleanup_space behavior change are not the same bug." + "reason": "Different tokenizer regressions: one changes cleanup-space behavior, the other changes Pegasus summarization output between major versions." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLflow job-status reporting and Trainer compute_loss signature mismatch are unrelated." + "reason": "Failed training-job reporting is not the same as a custom trainer signature mismatch." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal loading issues: missing image-processor method versus remote-code checkpoint meta-init incompatibility." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "position_ids buffer access error and deepspeed double optimizer step are separate training/runtime bugs." + "reason": "A buffer-reading error for position_ids is unrelated to double optimizer-step calls under deepspeed." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken vitpose models and Gemma 4 mm_token_type_ids defaulting are unrelated multimodal issues." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Missing image processor method and remote-code meta-init incompatibility are different model-loading failures." + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaults are different model-specific bugs." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import errors." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import errors with different causes." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation crash in serve and auto_docstring annotation crash are unrelated." + "reason": "KV-cache continuation indexing in serving is unrelated to the auto_docstring annotation crash." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Classification script empty outputs and local dataset loading failure are different example-script issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer args being ignored is not the same as a documentation parameter-name typo." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A minimum PEFT version bump and leftover dummy classes causing CI failure are unrelated maintenance issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both touch save_pretrained, but one concerns FP8 MoE saving and the other tokenizer metadata naming." } ] }, @@ -15274,14 +15548,14 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 50, - "review_unit_count": 64, + "review_unit_index": 51, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:30990", "issue:38175", @@ -15289,7 +15563,7 @@ "issue:42757", "issue:42796", "issue:42831", - "issue:43116", + "issue:42907", "issue:43122", "issue:43232", "issue:43475", @@ -15297,12 +15571,12 @@ "issue:43504", "issue:43644", "issue:43723", - "issue:44075", "issue:44190", "issue:44222", "issue:44263", "issue:44295", "issue:44297", + "issue:44327", "issue:44360", "issue:44373", "issue:44448", @@ -15315,14 +15589,14 @@ "issue:45092", "issue:45245", "issue:45310", - "issue:45405", + "issue:45357", "issue:45656", "issue:45712", "issue:45834", + "issue:46050", "issue:46082", "issue:46132", "issue:46209", - "issue:46231", "issue:46305", "issue:46424", "issue:46431", @@ -15333,229 +15607,252 @@ "issue:47276" ], "soft_pairs": [ - "issue:43116|issue:44190", - "issue:44222|issue:44297", - "issue:44075|issue:46231", - "issue:45405|issue:45712", "issue:44448|issue:46132", "issue:42796|issue:43723", "issue:44297|issue:45656", "issue:42831|issue:44623", "issue:43479|issue:43644", "issue:44933|issue:45712", - "issue:44222|issue:44623", "issue:45245|issue:46132", + "issue:44222|issue:44623", "issue:46209|issue:46431", "issue:44373|issue:44485", "issue:44297|issue:45310", - "issue:41628|issue:42757", "issue:43723|issue:44977", + "issue:41628|issue:42757", "issue:43122|issue:46209", "issue:43504|issue:47059", - "issue:43232|issue:47276", "issue:46614|issue:46932", - "issue:45071|issue:46082", + "issue:43232|issue:47276", "issue:44360|issue:46762", + "issue:45071|issue:46082", "issue:44222|issue:44484", - "issue:43232|issue:45834", "issue:44190|issue:46082", + "issue:43232|issue:45834", "issue:44263|issue:45092", "issue:30990|issue:38175", "issue:44295|issue:44623", + "issue:44327|issue:47059", "issue:44263|issue:44373", + "issue:43475|issue:46305", "issue:43232|issue:46424", - "issue:43475|issue:46305" + "issue:45092|issue:45357", + "issue:42907|issue:46050" ], - "prepared_review_unit_hash": "0978ad9f41436a951e7b99fc99070ed9de7b3cfc2f7e671a36d820dcb8d969de", + "prepared_review_unit_hash": "31ef825c31daf5fa2bdc2a85a9036c18d5b755a22c24b42eed83fe263da50f6a", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36950, - "estimated_input_tokens": 9238, - "estimated_eval_tokens": 18732 + "soft_pair_count": 31, + "serialized_chars": 36658, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are not duplicates: they mostly share only broad vocabulary like tokenizer, save_pretrained, FP8, or v5 regression, but each describes a different concrete bug or change. No PRs are present in the cluster.", - "confidence": 0.79, - "canonical_issue_reason": "#43644 is the broadest core regression in the set (v5.0.0 non-persistent buffers filled with junk), so it is the closest thing to a cluster representative, though the items are not actually duplicates.", + "summary": "This cluster is highly heterogeneous and does not contain any clear duplicate issues or PRs; the soft pairs are mostly superficial theme matches within transformers internals.", + "confidence": 0.94, + "canonical_issue_reason": "issue:46082 is the most self-contained and concrete bug report in the set, with a clear repro and narrow scope; there is no stronger duplicate cluster to anchor on.", "canonical_pr_reason": null, - "best_issue_reason": "#43644 is the best standalone representative because it is a general runtime/serialization regression with wider potential impact than the more model-specific or documentation-only reports.", + "best_issue_reason": "issue:46082 is the best representative issue overall because it describes a specific, actionable regression rather than a broad or speculative symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43116", - "right": "issue:44190", - "accept": false, - "reason": "Different bugs: example multi-label classification returns empty results vs local dataset loading failure." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is tokenizer class metadata mismatch." - }, - { - "left": "issue:44075", - "right": "issue:46231", - "accept": false, - "reason": "Optimizer SGD args not used is unrelated to a docstring/parameter-name mismatch." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "PEFT version pin/release issue is unrelated to leftover dummy classes leaking into dir()." - }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Pegasus output regression and AttentionInterface.register behavior change are different code paths." + "reason": "Different code paths: Pegasus output regression vs AttentionInterface registration semantics." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE-marker handling and AutoTokenizer import/load failure are different tokenizer problems." + "reason": "Tokenizer BPE marker handling and tokenizer import/loading failure are unrelated bugs." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config mismatch is unrelated to Deepspeed causing optimizer.step() to run twice." + "reason": "Tokenizer save_pretrained metadata issue vs optimizer stepping twice; no shared underlying defect." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression is unrelated to processor.save_pretrained missing files." + "reason": "FP8 accuracy problem and processor.save_pretrained missing files are separate concerns." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Multimodal config default initialization bug is not the same as non-persistent buffer junk filling." + "reason": "Multimodal config initialization bug vs non-persistent buffer junk; different failure modes." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import and dummy-class cleanup are separate import/symbol issues." + "reason": "Import re-export issue and dummy class cleanup are not the same bug." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:45245", + "right": "issue:46132", "accept": false, - "reason": "FP8 MoE save_pretrained bug is unrelated to the max_shard_size default question." + "reason": "Category-count runtime limit is unrelated to AttentionInterface behavior changes." }, { - "left": "issue:45245", - "right": "issue:46132", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Category-limit runtime error is not the same as AttentionInterface.register changing function behavior." + "reason": "FP8 moe save_pretrained issue vs processor file-saving issue; different artifacts and fixes." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "B200 FP8 inference failure is unrelated to apply_chat_template rejecting a processor without a chat template." + "reason": "FP8 inference failure on B200 and missing chat template support are unrelated." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Wrong docstring for position_ids is not the same as a GLM-5 RoPE implementation discussion." + "reason": "Docstring correction and GLM-5 RoPE implementation bug are not the same change." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer class serialization mismatch vs Qwen3.5 MoE from_pretrained error; distinct defects." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "These are different missing-import errors from different packages and symbols." + "reason": "Tokenizer loading/import issue vs flash-attention generation regression; no common code-path." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are different regressions." + "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are separate missing-symbol issues." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization differences across versions are unrelated to FP8 inference failure on B200." + "reason": "Version-to-version tokenization drift is unrelated to FP8 inference on B200." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "BEiT preset loading and CLI completion attribute failure are unrelated subsystems." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state vs Gemma4 quantized dtype casting; no shared bug." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Generation sync_gpus bug and warning-message wording are different issues." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer activation discussion vs Minimax numerical-difference report; not the same defect." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig typing regression and LlamaConfig head_dim validation are separate API problems." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save/load bug vs a question about default shard size; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig head_dim validation do not share a code path." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwarg update bug vs Kosmos2.5 OCR index error; different models and failures." }, { - "left": "issue:43504", - "right": "issue:47059", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "Legacy-field model loading bug is unrelated to the huggingface_hub CLI compatibility break." + "reason": "torch.split return handling in GlmMoeDsaIndexer and InternVL2 meta-init incompatibility are unrelated." }, { - "left": "issue:43232", - "right": "issue:47276", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Generation kwargs handling after sync_gpus and a misleading warning message are distinct issues." + "reason": "Sentence Transformers load hang and siglip2 zero probabilities are different model-specific problems." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Stale phonemizer language state is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "position_ids buffer access error vs processor.save_pretrained file omission; no overlap." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:44327", + "right": "issue:47059", "accept": false, - "reason": "PretrainedConfig type-check regression and LlamaConfig head_dim validation are different bugs." + "reason": "QA top-k bounds error and CLI completion attribute error are unrelated." }, { - "left": "issue:44360", - "right": "issue:46762", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to Minimax MSA numerical differences." + "reason": "Actual tensor split bug vs docstring-only issue; not duplicate." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "FP8 MoE save_pretrained bug and max_shard_size default behavior are not the same change." + "reason": "SAM 3 Video attribute missing and MoonshineStreaming off-by-one are different model bugs." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:43232", + "right": "issue:46424", "accept": false, - "reason": "torch.split return-value handling is unrelated to remote-code checkpoint meta-initialization compatibility." + "reason": "Generation state update bug and cache length configuration bug are separate code paths." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Sentence-Transformers loading hang and SigLIP2 zero probabilities are different model issues." + "reason": "InternVL2 meta initialization incompatibility and Qwen3.5 save_pretrained key regression are distinct." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "Reading position_ids after buffer registration is unrelated to missing files in processor.save_pretrained." + "reason": "Dequantized Ministrals/Devstrals save failure and sinq save/load break are different quantization issues." } ] }, @@ -15570,23 +15867,26 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 51, - "review_unit_count": 64, + "review_unit_index": 52, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:22355", "issue:27957", "issue:28218", + "issue:39379", "issue:39401", "issue:41628", "issue:42796", "issue:42831", - "issue:42907", + "issue:42886", + "issue:42994", + "issue:43066", "issue:43122", "issue:43408", "issue:43576", @@ -15601,7 +15901,6 @@ "issue:44261", "issue:44263", "issue:44279", - "issue:44327", "issue:44360", "issue:44373", "issue:44483", @@ -15610,13 +15909,12 @@ "issue:44964", "issue:45092", "issue:45310", - "issue:45357", "issue:45381", "issue:45406", "issue:45600", "issue:45753", "issue:46002", - "issue:46050", + "issue:46172", "issue:46305", "issue:46328", "issue:46369", @@ -15628,238 +15926,248 @@ "issue:47217" ], "soft_pairs": [ - "issue:44327|issue:47059", - "issue:45092|issue:45357", - "issue:42907|issue:46050", "issue:44279|issue:46328", "issue:46369|issue:46909", "issue:46305|issue:46655", - "issue:22355|issue:27957", "issue:43986|issue:46726", - "issue:42831|issue:45310", "issue:44263|issue:44360", + "issue:22355|issue:27957", + "issue:42831|issue:45310", "issue:45381|issue:46305", "issue:43408|issue:46402", "issue:41628|issue:43824", - "issue:42831|issue:44038", - "issue:44261|issue:45092", "issue:44483|issue:45406", + "issue:44261|issue:45092", "issue:44964|issue:47059", + "issue:42831|issue:44038", "issue:44829|issue:46002", - "issue:22355|issue:28218", "issue:43576|issue:43784", + "issue:22355|issue:28218", "issue:44188|issue:44373", "issue:43784|issue:45600", "issue:42831|issue:45753", "issue:39401|issue:44568", "issue:43756|issue:44060", "issue:43986|issue:47217", + "issue:42796|issue:43122", "issue:43644|issue:46305", - "issue:42796|issue:43122" + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:39379|issue:46172", + "issue:43408|issue:46369" ], - "prepared_review_unit_hash": "bac069c7b3f6da540328e84e5b7d39d1ccccc3f8d4938cc371893b8f4ee898ac", + "prepared_review_unit_hash": "bd9e27ba4aeee25b6ff4b2c61ba13c460aa03c1202db35a57cb4f2a2b219da7b", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35356, - "estimated_input_tokens": 8839, - "estimated_eval_tokens": 17934 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36116, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The proposed pairs are mostly unrelated standalone bugs; none look like the same concrete issue/change, so I would not merge any of the soft edges. The best anchor issue is the open VL placeholder failure, which is the clearest and most broadly actionable bug in the set.", - "confidence": 0.84, - "canonical_issue_reason": "issue:47217 is the most general, concrete, and user-facing bug here, with an active repro-focused description about VL models failing on a specific input pattern.", + "summary": "This cluster is mostly a grab bag of unrelated tokenizer, model-loading, processor, and accuracy bugs. The only plausible duplicate edge is the AutoProcessor/vision-backend missing-dependency crash pair; everything else appears to be separate issues.", + "confidence": 0.8, + "canonical_issue_reason": "issue:46726 is the broadest and most general report in the only plausible duplicate subcluster, covering AutoProcessor behavior when the required vision backend is missing.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47217 is the best representative issue: it is open, clearly scoped, and describes a concrete model-input handling failure that is easier to triage than the narrower or more speculative items.", + "best_issue_reason": "issue:46726 best represents the cluster\u2019s only coherent bug theme and is phrased at the right abstraction level for a canonical tracker issue.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44327", - "right": "issue:47059", - "accept": false, - "reason": "Different failures: QA decode_spans top-k bounds vs a CLI completion-attribute crash in huggingface_hub." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Both are multimodal/model compatibility issues, but they affect different models and different save/load paths, so not the same bug." - }, - { - "left": "issue:42907", - "right": "issue:46050", - "accept": false, - "reason": "Different quantization workflows and failure modes: saving dequantized Ministral/Devstral vs sinq quantized model reload." - }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "One is a vague dependency problem; the other is a performance issue in SequenceFeatureExtractor.pad. Unrelated." + "reason": "Different bugs: a vague dependency issue vs. a performance problem in SequenceFeatureExtractor.pad." }, { "left": "issue:46369", "right": "issue:46909", "accept": false, - "reason": "Sam3LiteText memory overflow and a broken documentation example for DIA are unrelated." + "reason": "Unrelated domains: sam3-litetext memory overflow vs. a broken DIA documentation example." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both touch multimodal/video processing, but they are different off-by-one-style bugs in different models and code paths." - }, - { - "left": "issue:22355", - "right": "issue:27957", - "accept": false, - "reason": "ONNX import failure and XLMRoberta Flash Attention 2 are unrelated." + "reason": "Both involve video processing, but the off-by-one mask bug and the SmolVLM padding bug are distinct code paths." }, { "left": "issue:43986", "right": "issue:46726", + "accept": true, + "reason": "Both describe AutoProcessor failing when the required vision backend is missing; same underlying missing-dependency handling bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Both involve missing vision backends, but one is a video AutoProcessor crash and the other is an image-processor recognition error; not the same concrete bug." + "reason": "Same DSA indexer area, but one is about torch.split return values and the other about a missing ReLU; not the same bug." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:22355", + "right": "issue:27957", "accept": false, - "reason": "FineGrainedFP8 accuracy regression and a Qwen3.5 MoE from_pretrained error are different issues." + "reason": "Completely unrelated: missing transformers.onnx module vs. XLMRoberta Flash Attention 2 behavior." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Both mention DSA indexer, but one is about torch.split return handling and the other about a missing ReLU; different code-path problems." + "reason": "Different problems: FineGrainedFP8 accuracy vs. Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Qwen2.5-VL video position-id bug and MoonshineStreaming window-mask bug are unrelated." + "reason": "Both are sequence/vision indexing issues, but they affect different models and different calculations." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Sam3 type warning vs Sam3Model text-encoder weights not loading are distinct bugs." + "reason": "Both mention sam3, but one is a model-type warning and the other is missing text encoder weights." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols/classes and likely different export/mapping problems." + "reason": "Both are import errors, but for different symbols and likely different registration/load paths." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "FP8 accuracy regression and Qwen3-VL-Moe load failure are unrelated." + "reason": "Different failures: chat/completions request rejection vs. Gemma4Processor missing _tokenizer." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Layernorm epsilon precision issue and remote-code/meta-init incompatibility are different failure modes." + "reason": "Different root causes: missing rms_norm_eps in MLA q_a_layernorm vs. meta-init incompatibility for InternVL2 checkpoints." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:44964", + "right": "issue:47059", "accept": false, - "reason": "API request rejection and a Gemma4Processor attribute crash are unrelated." + "reason": "Completely unrelated: Phi-4 multimodal loading vs. a huggingface_hub CLI completion regression." }, { - "left": "issue:44964", - "right": "issue:47059", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Phi-4 multimodal load failure and a huggingface_hub CLI regression are unrelated." + "reason": "No concrete shared bug: one is a FineGrainedFP8 accuracy issue, the other a Qwen3-VL-Moe load/error report." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Flash-attention training degeneration and NaNs after checkout/init are different training-time bugs." + "reason": "Different symptoms and causes: flash_attention_3 degenerate training vs. NaNs after checkout/init." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "ONNX import error and tokenizer extra-space behavior are unrelated." + "reason": "Unrelated CLI breakage vs. a sentence-transformers import NameError." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Broken env command and sentence-transformers import NameError are different regressions." + "reason": "Different tokenizer topics: missing onnx module import vs. added-token spacing regression." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence and a docstring typo are not the same issue." + "reason": "Different bug classes: attention-kernel divergence under torch.compile vs. a wrong docstring." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import NameError in sentence-transformers and an auto_mappings CI break are unrelated." + "reason": "Different failures: import-time NameError vs. auto_mappings.py referencing removed configs." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy issue and Qwen3_5 infinite-loop behavior are different bugs." + "reason": "No shared underlying bug; one is an accuracy issue, the other an infinite loop on a specific image." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer regressions, but one is wrong offset mapping and the other is missing BOS/EOS insertion; different behavior and likely different fixes." + "reason": "Both are tokenizer regressions, but they concern different models and different behaviors (offset mapping vs. BOS/EOS insertion)." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warning are unrelated model-architecture issues." + "reason": "Both are model-architecture/configuration reports, but about different models and different mistakes." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Both involve multimodal input handling, but one is a missing-vision-backend crash and the other is image-placeholder placement in user text; different triggers and fixes." + "reason": "Both involve vision inputs, but one is missing-backend crash handling and the other is image-placeholder placement in user text." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer-related, but one is BPE marker handling and the other is a broader version-to-version tokenization change." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer initialization junk and a sliding-window mask off-by-one are unrelated." + "reason": "Unrelated: non-persistent buffer initialization junk vs. a streaming mask off-by-one." }, { - "left": "issue:42796", - "right": "issue:43122", + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different bugs: offline cache loading failure vs. quantized model saving failure." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offline cache loading and the other is decoder-type selection in v5." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different model internals: mllama mask handling vs. deepseek-v4 tensor transpose/cast behavior." + }, + { + "left": "issue:43408", + "right": "issue:46369", "accept": false, - "reason": "Both are tokenizer regressions, but one is BPE-marker handling for a specific model and the other is generic tokenization drift across versions; not the same concrete bug." + "reason": "Same sam3 family only at a very high level; a model-type warning is not the same as a memory overflow." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays close to the packet, and the lone accepted soft edge (43986 \u2194 46726) is a conservative same-bug call. The other verdicts are mostly cautious rejections and do not overstate duplicate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -15867,29 +16175,26 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 52, - "review_unit_count": 64, + "review_unit_index": 53, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:22355", "issue:27957", "issue:29159", "issue:30990", "issue:33357", - "issue:39379", "issue:39401", "issue:41628", "issue:42371", "issue:42757", - "issue:42886", "issue:42907", - "issue:42994", - "issue:43066", + "issue:43116", "issue:43122", "issue:43329", "issue:43408", @@ -15915,21 +16220,20 @@ "issue:44829", "issue:44945", "issue:44964", + "issue:45200", + "issue:45216", "issue:45278", "issue:45290", "issue:45381", + "issue:45478", "issue:46002", "issue:46172", "issue:46326", - "issue:46369", + "issue:46762", "issue:46909", "issue:47059" ], "soft_pairs": [ - "issue:42886|issue:42994", - "issue:39379|issue:46172", - "issue:43408|issue:46369", - "issue:42886|issue:43066", "issue:42757|issue:45278", "issue:27957|issue:30990", "issue:43646|issue:46002", @@ -15938,247 +16242,254 @@ "issue:30990|issue:33357", "issue:44295|issue:44297", "issue:42907|issue:44964", - "issue:42907|issue:44945", "issue:43329|issue:47059", - "issue:44625|issue:44829", "issue:43976|issue:44945", "issue:43122|issue:46326", - "issue:41628|issue:45278", + "issue:44625|issue:44829", + "issue:42907|issue:44945", "issue:39401|issue:44488", "issue:39401|issue:44521", + "issue:41628|issue:45278", "issue:44117|issue:44704", "issue:42371|issue:44263", - "issue:42907|issue:43937", "issue:44704|issue:45290", + "issue:42907|issue:43937", "issue:43122|issue:44521", "issue:22355|issue:29159", "issue:43408|issue:43475", "issue:42907|issue:43452", "issue:44360|issue:44485", "issue:44038|issue:44297", - "issue:43824|issue:44351" + "issue:46172|issue:46762", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:43116|issue:45200" ], - "prepared_review_unit_hash": "47c0329ebb877de16d3e63d069501122722e2f17e0d029ffc8edf3f762051ac9", + "prepared_review_unit_hash": "385ea26dcf98af3769a696ca00bd4cbde2f40a765e75d13a4c49d7fda972ec88", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36417, - "estimated_input_tokens": 9105, - "estimated_eval_tokens": 18466 + "serialized_chars": 36577, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bugs and regressions across tokenizer, multimodal, import, and model-loading areas; the soft pairs share superficial vocabulary but not the same concrete underlying defect, so no true duplicate cluster emerges.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "Mostly a mixed bag of unrelated Transformers issues across imports, tokenization, multimodal/video, and model-specific regressions. The only clearly related soft edge is a specific missing import fitting a broader import-regression report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest and most representative issue here: it describes a general import-regression after upgrading, which best matches the one plausible duplicate subtheme in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45278 is the best standalone issue because it is the most general, likely to subsume related import failures, and describes the clearest cross-cutting regression pattern in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are different failure paths with different symptoms." - }, - { - "left": "issue:39379", - "right": "issue:46172", - "accept": false, - "reason": "Both mention tensor/multimodal code, but one is a masking bug in mllama and the other is a DeepSeek-v4 transpose issue." - }, - { - "left": "issue:43408", - "right": "issue:46369", - "accept": false, - "reason": "SAM3 tracker/model-type warning is not the same bug as a memory overflow in sam3-litetext." - }, - { - "left": "issue:42886", - "right": "issue:43066", - "accept": false, - "reason": "One is offline cache loading; the other is a tokenizer decoder type regression in v5." - }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A missing imported symbol from huggingface_hub is not the same concrete issue as a broad set of import errors after upgrade." + "reason": "Both mention import failures, but one is a specific huggingface_hub symbol and the other is a broad Transformers upgrade regression; not the same underlying bug." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and Sentence Transformers loading hangs are unrelated." + "reason": "Different problems: Flash Attention 2 support for XLM-Roberta vs a loading hang in Sentence Transformers." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breaks in 5.0.0 is unrelated to NaNs in classification heads." + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes with no shared code-path evidence." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "A qwen2.5-vl video position-id bug is unrelated to a DIA documentation example problem." + "reason": "Qwen2.5-VL video position-id bug is unrelated to a broken DIA documentation example." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video processing errors do not match a documentation example bug." + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to documentation issues." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading stalls for Sentence Transformers are not the same as a MacOS bus error on a CLIP model." + "reason": "Both are loading/runtime failures, but one is a Sentence Transformers hang and the other is a MacOS bus error on a community CLIP model; too different to merge." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Registering position_ids as a buffer and tokenizer save metadata mismatch are different tokenizer/model serialization bugs." + "reason": "One is a buffer/position_ids read error; the other is tokenizer_class metadata mismatch on save_pretrained. Different bugs." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Quantized/dequantized save failures and loading a multimodal Phi-4 model are different code paths." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Saving dequantized weights and wrong output under pipeline parallelism are unrelated." + "reason": "Dequantized save failure for Ministrals/Devstrals and inability to load Phi-4 multimodal are unrelated model-specific issues." }, { "left": "issue:43329", "right": "issue:47059", "accept": false, - "reason": "A multimodal token counting bug is not the same as a CLI incompatibility with huggingface_hub 1.22.0." - }, - { - "left": "issue:44625", - "right": "issue:44829", - "accept": false, - "reason": "num_labels propagation and flash_attention_3 training degeneration are different bugs in different subsystems." + "reason": "Undefined multimodal-token helpers in video code and CLI tests failing with huggingface_hub 1.22.0 are unrelated." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility failure is unrelated to pipeline-parallel output corruption." + "reason": "Python-version compatibility issue and pipeline-parallelism output corruption are unrelated." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "General tokenization differences across versions are not the same as a mistral_common continue_final_message bug." + "reason": "Both involve tokenizer behavior, but one is a version-to-version tokenization change and the other is a continue_final_message bug in mistral_common tokenizers; not the same bug." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Missing AutoImageProcessor export is too specific to merge with a broad import-regression report." + "reason": "Save/dequantization failure and pipeline-parallelism wrong output are different regressions." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong Qwen3 offset_mapping and a model load failure for cjvt/sleng-bert are unrelated." + "reason": "Wrong offset_mapping for Qwen3 tokenizer and a separate model loading failure are not the same issue." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset_mapping and multimodal assistant_mask computation are different tokenization behaviors." + "reason": "Tokenizer offset_mapping bug and all-zero assistant_masks in multimodal chat templating are different code paths." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": true, + "reason": "This specific missing import fits the broader post-upgrade import-regression described by issue:45278, so they likely share the same underlying release break." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping returning None and AutoProcessor kwargs propagation are separate API bugs." + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different from_pretrained-related bugs." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a torch.split/indexer bug are not the same issue." + "reason": "TF32 API guidance and a GlmMoeDsaIndexer torch.split issue are unrelated." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Quantized model saving and invalid GenerationConfig for GLM-5 are unrelated." + "reason": "AutoProcessor kwargs forwarding and chat-template crashes with tool-call messages are unrelated." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Passing kwargs to cached_file and crashing on tool-call assistant messages are different call sites." + "reason": "Different model families and different bugs: save/dequantization failure vs invalid GenerationConfig." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Version-dependent tokenization changes and multimodal assistant mask generation are not the same defect." + "reason": "Tokenizer version drift and multimodal assistant_mask generation are not the same underlying defect." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistencies are unrelated." + "reason": "onnx import failure and slow/fast tokenizer inconsistency are unrelated." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Both are SAM3-related, but one is a model-type mismatch warning and the other is a missing attribute in a different output object." + "reason": "Both are SAM3 video-related, but one is a model-type warning and the other is a missing attribute; not the same bug." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Quantized save failures do not match gguf_file breaking model/tokenizer loading." + "reason": "Dequantized save failure and gguf_file loader breakage are different issues." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A DSA indexer lacking ReLU is not the same as a GLM-5 RoPE implementation discussion." + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained metadata mismatch are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-v4 tensor transpose issue and Minimax MSA numerical differences are unrelated model-specific problems." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and there is no evidence of one shared root cause." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different subsystems: Qwen3-VL-Moe behavior vs position_ids buffer access." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL-Moe behavior and tokenizer save_class metadata mismatch are different bugs." + "reason": "Both concern Qwen3.5 around version 5.4.0+, but one is save_pretrained checkpoint correctness and the other is from_pretrained failure; related family, but not clearly the same bug." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Two import errors for different symbols are not enough to treat as one underlying defect without shared code-path evidence." + "reason": "Multi-label classification example bug and Gemma 4 mm_token_type_ids behavior are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only soft-edge acceptance (issue:41628 vs issue:45278) is plausibly supported by the titles: a specific missing import fits the broader import-regression report. The other pairwise rejections also look appropriately cautious and not overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16186,14 +16497,14 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 53, - "review_unit_count": 64, + "review_unit_index": 54, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:22355", "issue:28348", @@ -16207,6 +16518,7 @@ "issue:42673", "issue:42757", "issue:42898", + "issue:43066", "issue:43116", "issue:43122", "issue:43232", @@ -16218,250 +16530,250 @@ "issue:44038", "issue:44188", "issue:44222", - "issue:44295", "issue:44351", "issue:44483", "issue:44485", + "issue:44625", "issue:44779", "issue:44938", "issue:44945", + "issue:44995", "issue:45072", - "issue:45200", - "issue:45216", + "issue:45083", "issue:45278", "issue:45357", "issue:45446", "issue:45478", "issue:45753", "issue:46002", - "issue:46172", "issue:46231", "issue:46328", "issue:46614", "issue:46640", - "issue:46762", + "issue:46697", "issue:46877", "issue:47217", "issue:47312" ], "soft_pairs": [ - "issue:46172|issue:46762", - "issue:44038|issue:44295", - "issue:45216|issue:45478", "issue:44038|issue:44222", - "issue:43116|issue:45200", "issue:43122|issue:44779", - "issue:43278|issue:44945", - "issue:22355|issue:29127", "issue:42175|issue:44938", "issue:39401|issue:46614", + "issue:43278|issue:44945", + "issue:22355|issue:29127", "issue:42222|issue:47312", "issue:36296|issue:43116", - "issue:42757|issue:44351", "issue:39379|issue:43232", "issue:43493|issue:45753", + "issue:42757|issue:44351", "issue:44188|issue:46328", "issue:46231|issue:46877", "issue:28348|issue:46640", - "issue:44483|issue:47217", - "issue:43611|issue:46002", "issue:42898|issue:46614", + "issue:44483|issue:47217", "issue:43937|issue:44485", + "issue:43611|issue:46002", "issue:43976|issue:45446", - "issue:45357|issue:45478", "issue:42673|issue:45072", - "issue:38617|issue:45278" + "issue:45357|issue:45478", + "issue:38617|issue:45278", + "issue:44625|issue:46002", + "issue:43066|issue:44779", + "issue:44995|issue:46697", + "issue:45083|issue:45446", + "issue:43116|issue:43493" ], - "prepared_review_unit_hash": "e5f0b46797e531d6365199a4c6e7288b5a8b770c78420c70a81a214f8146c8ed", + "prepared_review_unit_hash": "3b045b0d12c4160dec780f3e0acd64a0cbf399468f7a17859a0cf7d1b691f28f", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 34948, - "estimated_input_tokens": 8737, - "estimated_eval_tokens": 17730 + "soft_pair_count": 27, + "serialized_chars": 35202, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated issue reports. Only one soft duplicate-looking pair stands out: the Qwen3.5 save_pretrained regression reports.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45216 is the best representative because it describes the broader Qwen3.5 save_pretrained regression, while 45357 reads like a narrower follow-up about one affected key path.", + "summary": "The paired issues are mostly about different models, different subsystems, or different failure modes, so none look like true duplicates. The most central issue in this set is the broad import-regression report around upgrading to Transformers 5.5.0.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest, most representative regression report in the set, covering multiple import failures after a version upgrade.", "canonical_pr_reason": null, - "best_issue_reason": "Issue:45216 is the clearest, most actionable report in the set and best captures the shared serialization bug that the duplicate-like pair points to.", + "best_issue_reason": "issue:45278 is the best single issue candidate because it is general, clearly scoped, and likely to subsume related import-breakage reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46172", - "right": "issue:46762", - "accept": false, - "reason": "Different problems: one is a specific deepseek-v4 dtype/transpose bug, the other is numerical drift in Minimax MSA attention." - }, { "left": "issue:44038", - "right": "issue:44295", - "accept": false, - "reason": "Different code paths: Qwen3-VL-Moe loading issue vs a position_ids buffer access error." - }, - { - "left": "issue:45216", - "right": "issue:45478", + "right": "issue:44222", "accept": false, - "reason": "Related model family, but different bugs: save_pretrained checkpoint corruption vs from_pretrained loading failure." + "reason": "Different problems: one is a Qwen3-VL-Moe regression in Transformers 5.0, the other is an FP8 save_pretrained issue for moe models." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Both mention moe, but one is a model-specific regression and the other is an FP8 save_pretrained issue; not the same bug." + "reason": "Both mention v5 tokenizer regressions, but they appear model-specific and do not clearly describe the same tokenizer bug or code path." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Different symptoms and components: example-script multi-label output vs Gemma 4 fine-tuning input defaults." + "reason": "Packaging backend selection with `pip install '.[torch]'` is unrelated to a Python 3.14 load failure." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:39401", + "right": "issue:46614", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and likely different tokenization code paths." + "reason": "Different tokenizer components and different failure modes: Qwen3 offset mapping vs Wav2Vec2 phonemizer language state." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "One is an embedding dtype change across train/eval, the other is incorrect output under pipeline parallelism." + "reason": "One is a dtype change between train/eval, the other is incorrect output under pipeline parallelism; not the same bug." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Completely different issues: missing transformers.onnx module vs a LayoutLMv3 error message clarity problem." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "Both are import/load compatibility reports, but they describe different environments and failure modes." - }, - { - "left": "issue:39401", - "right": "issue:46614", - "accept": false, - "reason": "Both involve tokenizer/phonemizer behavior, but one is Qwen3 offset mapping and the other is stale espeak backend state." + "reason": "Importing `transformers.onnx` and a LayoutLMv3 error-message clarity issue are unrelated." }, { "left": "issue:42222", "right": "issue:47312", "accept": false, - "reason": "VitPose breakage and kernel-version incompatibility are unrelated problems." + "reason": "Vitpose model breakage and a kernel compatibility issue are different failures." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug and multi-label classification example output are unrelated." - }, - { - "left": "issue:42757", - "right": "issue:44351", - "accept": false, - "reason": "Both are ImportErrors, but they are for different symbols from different packages and do not look like the same bug." + "reason": "Tensor-parallel training and a run_classification.py multi-label example bug are unrelated." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "Different model/runtime issues: mllama mask handling vs generation kwargs sync after sync_gpus." + "reason": "mllama mask handling and generation kwargs update after `sync_gpus` are different code paths." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "SigLIP2 implementation mismatch and Qwen3_5 infinite-loop behavior are different bugs." + "reason": "SigLIP2 implementation discrepancy and a Qwen3_5 image-triggered infinite loop are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages and do not look like one bug." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel branching bug and SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to a `SequenceFeatureExtractor.pad` performance issue." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "One is a documentation parameter mismatch, the other is import-time stdout logging from auto_docstring." + "reason": "A docstring parameter-name mismatch is not the same as import-time doc-lint diagnostics being printed to stdout." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Flash Attention 2 support request/issue are too broad and do not identify the same concrete bug." + "reason": "One requests Flash Attention 2 support for GPT2LMHeadModel; the other is a separate generic Flash Attention 2 issue." }, { - "left": "issue:44483", - "right": "issue:47217", + "left": "issue:42898", + "right": "issue:46614", "accept": false, - "reason": "Chat completions API request rejection and VL image-placeholder failure are different failures." + "reason": "Tokenization-space cleanup behavior in v5 is unrelated to stale phonemizer language state." }, { - "left": "issue:43611", - "right": "issue:46002", + "left": "issue:44483", + "right": "issue:47217", "accept": false, - "reason": "Base-model-prefix loading regression and NaNs in classification heads are unrelated." + "reason": "A rejected chat/completions request and a VL placeholder parsing failure are different API-level problems." }, { - "left": "issue:42898", - "right": "issue:46614", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Tokenizer cleanup behavior change and stale phonemizer language state are different issues." + "reason": "GenerationConfig validation for GLM-5 and a RoPE implementation discussion are not the same concrete defect." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:43611", + "right": "issue:46002", "accept": false, - "reason": "GenerationConfig validation and GLM-5 RoPE implementation are unrelated." + "reason": "Base-model-prefix loading breakage and NaNs in classification heads are unrelated issues." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility and a PyTorch version check bug are not the same underlying problem." + "reason": "Python-version compatibility and an incorrect PyTorch version check for a flex_attention import are different bugs." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Both involve Qwen3.5, but one is save_pretrained serialization and the other is from_pretrained loading failure." + "reason": "VRAM leakage in Qwen3ForCausalLM and dtype mismatches in inference are unrelated." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "VRAM leak in multi-threaded dataloading and bfloat16 dtype mismatches are unrelated." + "reason": "Both are Qwen3.5-related, but save_pretrained key serialization and from_pretrained loading errors are distinct code paths." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Both are import regressions, but one is a specific missing symbol while the other is a broad upgrade breakage report." + "reason": "A specific missing import symbol and a broad set of import errors after upgrade are related in theme but not the same underlying issue." }, { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same underlying Qwen3.5 save_pretrained serialization regression; 45357 is a narrower symptom of the same bug." + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation of `num_labels` is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and Deepseek v5 tokenization regressions are not clearly the same bug." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale cache crash in GlmMoeDsa and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extractor length helper issue and a flex_attention version-check bug are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example-script behavior and a SigLIP2 HF-vs-JAX discrepancy are different problems." } ] }, @@ -16476,25 +16788,25 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 54, - "review_unit_count": 64, + "review_unit_index": 55, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:33453", "issue:39379", "issue:39401", + "issue:42222", "issue:42371", "issue:42673", "issue:42796", "issue:43064", "issue:43066", "issue:43116", - "issue:43493", "issue:43618", "issue:43673", "issue:43688", @@ -16502,256 +16814,249 @@ "issue:43825", "issue:43827", "issue:43874", + "issue:43937", "issue:43992", "issue:44038", "issue:44075", "issue:44117", + "issue:44263", "issue:44291", "issue:44355", + "issue:44466", "issue:44610", - "issue:44625", "issue:44704", - "issue:44779", "issue:44936", - "issue:44995", "issue:45071", - "issue:45083", "issue:45092", "issue:45405", "issue:45446", "issue:45478", + "issue:45563", "issue:45588", "issue:46002", "issue:46231", "issue:46328", - "issue:46697", "issue:46710", "issue:46726", "issue:46762", "issue:46829", "issue:46909", "issue:46981", + "issue:47000", "issue:47116" ], "soft_pairs": [ - "issue:44625|issue:46002", - "issue:44995|issue:46697", - "issue:45083|issue:45446", - "issue:43066|issue:44779", - "issue:43116|issue:43493", - "issue:44038|issue:45478", "issue:44075|issue:44936", "issue:44610|issue:46909", + "issue:44038|issue:45478", "issue:44355|issue:46231", "issue:43618|issue:46829", - "issue:42371|issue:43874", "issue:43066|issue:46710", - "issue:43116|issue:43825", + "issue:42371|issue:43874", "issue:46726|issue:46981", + "issue:43116|issue:43825", "issue:42673|issue:42796", "issue:43992|issue:44704", "issue:46328|issue:47116", "issue:43827|issue:45446", - "issue:33453|issue:39401", "issue:39379|issue:43688", + "issue:33453|issue:39401", "issue:43824|issue:46981", "issue:43673|issue:46328", "issue:45092|issue:46762", "issue:44291|issue:45071", - "issue:45405|issue:45446", "issue:43064|issue:43673", - "issue:44117|issue:45588" + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:43937|issue:45563", + "issue:44263|issue:46762", + "issue:44466|issue:46002", + "issue:42222|issue:47000" ], - "prepared_review_unit_hash": "261f4418930795e0e2f6af4ed5b1a716c60f3feeb2b4ab613e8cdbb72302dc84", + "prepared_review_unit_hash": "8ee65b59949382342c65fad2812743740eb9a75cfa15d6badc0d7edd150b39ed", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35083, - "estimated_input_tokens": 8771, - "estimated_eval_tokens": 17798 + "soft_pair_count": 26, + "serialized_chars": 34743, + "estimated_input_tokens": 8686, + "estimated_eval_tokens": 17628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are unrelated model-, trainer-, processor-, or docs-specific bugs. I don\u2019t see any soft pair that clearly describes the same underlying fix, so I would not merge any of them as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "No single true canonical duplicate is obvious. If one must be chosen, issue 43066 is the broadest tokenizer-v5 regression and the best general anchor among the mostly tokenizer-related subset.", + "summary": "The cluster is heterogeneous: most pairs are only superficially similar by subsystem or v5-era wording, but they describe different bugs, models, or code paths. I would not merge any of the soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "If one issue must anchor the cluster, issue:44038 is the most concrete and representative user-facing regression among the set, but the cluster does not actually have a strong duplicate core.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43066 is the most general, high-level report in the set and is more representative than the model-specific or symptom-specific issues.", + "best_issue_reason": "Issue:44038 is the clearest standalone bug report here; it is specific, actionable, and closer to the cluster's broad v5/model-loading theme than the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44625", - "right": "issue:46002", - "accept": false, - "reason": "Different symptoms and code paths: Qwen3.5 config propagation vs classification-head NaNs after checkout/init." - }, - { - "left": "issue:44995", - "right": "issue:46697", - "accept": false, - "reason": "Unrelated bugs: stale indexer cache on second forward pass vs image processor over-padding." - }, - { - "left": "issue:45083", - "right": "issue:45446", - "accept": false, - "reason": "Different subsystems: qwen3_omni_moe feature-length helper vs flex_attention PyTorch version check." - }, - { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Both are tokenizer regressions, but they describe different model families and no shared concrete code path is evident." + "reason": "Different failures in different trainer flows: SGD optimizer args vs evaluate-after-train behavior." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:44610", + "right": "issue:46909", "accept": false, - "reason": "Multi-label classification example bug and SigLIP2 implementation discrepancy are unrelated." + "reason": "Unrelated domains: OmDet image sizing mismatch vs a broken DIA documentation example." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Same general Qwen3/Moe area, but different generations/models and different failure modes; not clearly one bug." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "Optimizer argument handling is unrelated to trainer.evaluate() failing after train()." - }, - { - "left": "issue:44610", - "right": "issue:46909", - "accept": false, - "reason": "Processor output size mismatch vs a broken documentation example are not the same underlying bug." + "reason": "Both are Qwen/MoE loading complaints, but they target different model families and likely different code paths; too weak to treat as the same bug." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and a docs parameter-name mismatch are unrelated." + "reason": "Compiled Python file errors and a doc parameter-name typo are unrelated." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both involve model outputs, but they affect different architectures and different output fields." - }, - { - "left": "issue:42371", - "right": "issue:43874", - "accept": false, - "reason": "TF32 API guidance and a missing image-patch helper are unrelated." + "reason": "Both involve output fields, but they affect different models and different output tensors; not the same underlying bug." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Both mention v5 regressions, but one is tokenizer-decoder typing and the other is a DeepSeek accuracy regression; no shared concrete bug is shown." + "reason": "Tokenizer decoder-type regression and a downstream accuracy regression are not the same issue." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "Example-script multi-label behavior and pipeline translation error messaging are different issues." + "reason": "TF32 API guidance and a missing image-processor method are unrelated." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Both touch AutoProcessor, but one is missing-backend handling and the other is repeated 429 retry behavior." + "reason": "Both mention AutoProcessor.from_pretrained, but one is a missing backend error and the other is repeated HTTP 429 retry behavior." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label classification failure and pipeline() error-message wording are different problems." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads vs tokenizer BPE-marker handling are unrelated." + "reason": "VRAM leakage in multi-threaded loading and tokenizer BPE-marker handling are unrelated." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Both involve from_pretrained, but one misses a weight key and the other drops kwargs to cached_file." + "reason": "Model weight loading in UMT5Encoder and passing kwargs in AutoProcessor are different code paths." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "SequenceFeatureExtractor.pad performance issue and streaming pipeline regression are unrelated." + "reason": "Performance regression in SequenceFeatureExtractor.pad and a streaming pipeline regression do not describe the same bug." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() and a PyTorch version check bug are unrelated." + "reason": "Docs still referencing pipeline() and a flex_attention PyTorch version check are unrelated." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:39379", + "right": "issue:43688", "accept": false, - "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug; not enough evidence of the same defect." + "reason": "A masking bug in mllama and an auxiliary-loss normalization bug in OLMoE/GPT Oss are different model-specific issues." }, { - "left": "issue:39379", - "right": "issue:43688", + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "mllama mask handling and MoE auxiliary-loss normalization are different model behaviors." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are not the same concrete failure." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "Missing import for a Qwen2_5_VL class vs AutoProcessor retry behavior are different problems." + "reason": "ImportError for a Qwen2_5_VL class and AutoProcessor retry behavior on 429s are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache behavior and SequenceFeatureExtractor padding performance are entirely different subsystems." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code meta-initialization incompatibility and attention numerical differences are not the same underlying defect." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 compatibility regressions, but one is an init_empty_weights argument error and the other is a PretrainedConfig type-checking break; separate fixes." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and generation cache missing are unrelated." }, { - "left": "issue:43673", - "right": "issue:46328", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Generation cache regression and SequenceFeatureExtractor padding performance are unrelated." + "reason": "A PEFT version pin problem and a flex_attention import version check are unrelated maintenance issues." }, { - "left": "issue:45092", - "right": "issue:46762", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "Meta-init incompatibility for old InternVL2 checkpoints vs numerical differences in Minimax attention are not the same bug." + "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None are different failure modes in different paths." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:43937", + "right": "issue:45563", "accept": false, - "reason": "Different v5 initialization/type-checking issues with no shared failing code path established." + "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are not the same bug." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:44263", + "right": "issue:46762", "accept": false, - "reason": "PEFT version pinning and flex_attention import version checks are unrelated." + "reason": "A torch.split return-value issue in an indexer and numerical differences in attention are unrelated." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:44466", + "right": "issue:46002", "accept": false, - "reason": "Trainer/FSDP optimizer-state corruption is unrelated to missing GenerationMixin cache in chunked prefill." + "reason": "Serialization of tied weights and NaNs in classification heads are different bugs with different symptoms." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:42222", + "right": "issue:47000", "accept": false, - "reason": "Tokenizer mapping lookup bug and flash-attention s_aux handling are unrelated." + "reason": "VitPose model breakage and RTDetrLoss infeasible cost-matrix crashes are unrelated." } ] }, @@ -16766,51 +17071,52 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 55, - "review_unit_count": 64, + "review_unit_index": 56, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:38617", "issue:39379", "issue:39401", "issue:41628", "issue:42222", + "issue:42371", "issue:42617", "issue:43122", "issue:43208", "issue:43408", + "issue:43421", "issue:43441", "issue:43450", "issue:43742", "issue:43937", "issue:43986", "issue:44117", - "issue:44263", + "issue:44220", + "issue:44261", "issue:44380", "issue:44410", - "issue:44466", "issue:44496", "issue:44704", "issue:44779", "issue:44829", "issue:44877", + "issue:44964", "issue:44977", "issue:45071", "issue:45081", "issue:45216", + "issue:45278", "issue:45310", "issue:45341", "issue:45561", - "issue:45563", "issue:45632", - "issue:46002", "issue:46077", - "issue:46209", "issue:46231", "issue:46298", "issue:46328", @@ -16820,200 +17126,175 @@ "issue:46894", "issue:46897", "issue:46981", - "issue:47000", "issue:47059", "issue:47110" ], "soft_pairs": [ - "issue:43937|issue:45563", - "issue:44263|issue:46762", - "issue:44466|issue:46002", - "issue:42222|issue:47000", "issue:44380|issue:46077", "issue:42222|issue:43441", - "issue:42222|issue:46752", "issue:39379|issue:46897", + "issue:42222|issue:46752", "issue:44117|issue:45081", "issue:43937|issue:44977", - "issue:42617|issue:45341", "issue:45071|issue:46512", + "issue:42617|issue:45341", "issue:43450|issue:43986", - "issue:43408|issue:43742", "issue:39401|issue:44779", - "issue:44410|issue:45310", - "issue:44829|issue:45216", + "issue:43408|issue:43742", "issue:45632|issue:46981", "issue:45071|issue:47059", - "issue:45341|issue:46328", + "issue:44829|issue:45216", + "issue:44410|issue:45310", "issue:44704|issue:47110", + "issue:45341|issue:46328", "issue:45341|issue:45561", "issue:44877|issue:46231", "issue:43208|issue:46894", "issue:38617|issue:41628", "issue:43122|issue:46298", "issue:43937|issue:44496", - "issue:39401|issue:46209" + "issue:39401|issue:43421", + "issue:42371|issue:44261", + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:44964|issue:45278" ], - "prepared_review_unit_hash": "8ce4cc400d8dd75d2fbdcb5f0d6ef996c90586ad9637c283284c828e90aa3498", + "prepared_review_unit_hash": "1286bee7d06b443f01bab71ccf56f245b334d8ec58d36692f77c50cea7603bb4", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35965, - "estimated_input_tokens": 8992, - "estimated_eval_tokens": 18240 + "serialized_chars": 35990, + "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 heterogeneous: the items span unrelated import errors, tokenizer regressions, model-loading failures, attention/masking bugs, training issues, and utility/test problems. None of the soft edges look like true duplicates or the same underlying fix.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the set is a loose similarity cluster of unrelated bugs across imports, tokenizers, vision/video processing, training, and config behavior.", + "summary": "The cluster is heterogeneous: a few import/loading/tokenizer regressions are superficially related, but most items describe distinct model-specific bugs or unrelated tooling issues. No soft-edge pair looks like the same concrete bug/change.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45278 is the broadest umbrella among the set for import/regression breakages after upgrade, and it can subsume several of the import-related reports better than the narrower duplicates. It is still only a partial fit for the full heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative for deduping because the cluster is non-duplicative and spans many distinct code paths.", + "best_issue_reason": "issue:45278 is the best representative issue overall because it captures the broadest user-facing breakage pattern in the cluster (multiple import failures after version changes).", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "Both mention generation/config behavior, but one is a GLM-5 config validation error and the other is a paged-generate warning bug; different code paths and symptoms." - }, - { - "left": "issue:44263", - "right": "issue:46762", - "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior is unrelated to Minimax attention numerical mismatch." - }, - { - "left": "issue:44466", - "right": "issue:46002", - "accept": false, - "reason": "lm_head serialization/tied-weights bug is not the same as NaNs in classification heads." - }, - { - "left": "issue:42222", - "right": "issue:47000", - "accept": false, - "reason": "VitPose model breakage and RTDetrLoss infeasible cost-matrix crash are different model families and failures." - }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both concern attention, but GPT2 scaling under SDPA/FlashAttention is a different bug from Gemma4 building the wrong mask." + "reason": "Both concern attention behavior, but one is GPT2 backend scaling and the other is Gemma4 bidirectional mask construction; different models and code paths." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose loading is unrelated to Ministral-3 FlashAttention failures." + "reason": "Vitpose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific errors." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:39379", + "right": "issue:46897", "accept": false, - "reason": "Model breakage for VitPose is unrelated to apply_chat_template crashing on an empty list." + "reason": "Different models and symptoms; one is an mllama mask-handling bug, the other is a Florence2 training-loss double-shift issue." }, { - "left": "issue:39379", - "right": "issue:46897", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "Different models and mechanics: mllama masked-out mask handling vs Florence2 training-loss double shift." + "reason": "Vitpose loading failures and empty chat-template input handling are unrelated bugs." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES fallback logic and Mistral regex patch crash are separate tokenizer-loading bugs." + "reason": "TOKENIZER_MAPPING_NAMES None handling and Mistral regex patch crash are different tokenizer-loading bugs." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GLM-5 generation config validation and Qwen3.5 flash-attention generation issues are different model-specific regressions." + "reason": "GenerationConfig validation and Qwen3.5 flash-attention generation failure are distinct issues." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:45071", + "right": "issue:46512", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to a testing_utils.py bug." + "reason": "PretrainedConfig type checking regression and stale config.dtype after from_config are not the same bug." }, { - "left": "issue:45071", - "right": "issue:46512", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "PretrainedConfig type-checking breakage is not the same as from_config leaving config.dtype stale." + "reason": "Running 3d_parallel.py and a testing_utils bug are unrelated." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Video processor batch-shape bug and AutoProcessor missing-torchvision crash are distinct failures." + "reason": "Video processor output shape and AutoProcessor crash without torchvision are different failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer problems, but they affect different tokenizers and different logic paths." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "sam3 model-type mismatch warning is unrelated to MobileLLM key-error loading." + "reason": "sam3 model-type warning and MobileLLM key error are unrelated loading issues." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:45632", + "right": "issue:46981", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different tokenizers and different defects (offset mapping vs output differences)." + "reason": "Cache-path collisions for local trust_remote_code models and repeated 429 retries in AutoProcessor are different behaviors." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:45071", + "right": "issue:47059", "accept": false, - "reason": "Qwen3next missing projections and Qwen3.5 MoE from_pretrained error are different model-architecture/loading problems." + "reason": "PretrainedConfig type checking and CLI completion failures are unrelated." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention training degeneration and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Degenerate training with flash_attention_3 and incorrect save_pretrained output are different bugs." }, { - "left": "issue:45632", - "right": "issue:46981", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Local trust_remote_code cache collision is unrelated to repeated 429 retries via HF_ENDPOINT." + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained error do not describe the same code defect." }, { - "left": "issue:45071", - "right": "issue:47059", + "left": "issue:44704", + "right": "issue:47110", "accept": false, - "reason": "Config type-checking breakage is unrelated to a CLI compatibility error with huggingface_hub 1.22.0." + "reason": "AutoProcessor cached_file kwargs propagation and special_tokens list-vs-dict handling are separate issues." }, { "left": "issue:45341", "right": "issue:46328", "accept": false, - "reason": "A testing_utils.py bug and a SequenceFeatureExtractor.pad performance issue are not the same bug." - }, - { - "left": "issue:44704", - "right": "issue:47110", - "accept": false, - "reason": "AutoProcessor kwargs propagation is unrelated to special_tokens being a list instead of a mapping." + "reason": "A testing_utils bug and SequenceFeatureExtractor.pad performance issue are unrelated." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Both touch testing utilities, but one is a generic bug and the other is a pytest-xdist file race; different fixes." + "reason": "A testing_utils bug and xdist race on captured_info.txt are different problems." }, { "left": "issue:44877", @@ -17025,31 +17306,55 @@ "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "xLSTM training blockers and CohereASR training-loss double-shift are different model-specific bugs." + "reason": "xLSTM training blockers and CohereASR double-shift are different model-specific training bugs." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Importing layer_type_validation and AutoImageProcessor are separate import/export issues." + "reason": "Both are import errors, but one is a missing internal symbol and the other is a missing top-level AutoImageProcessor export; too broad to treat as the same bug." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer behavior changes and a noisy logging message are unrelated." + "reason": "Tokenizer output changes across versions and a noisy logging message are unrelated." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig invalid and unrecognized model/config.json loading are different error classes." + "reason": "Invalid GenerationConfig and unrecognized model/config loading are distinct issues." }, { "left": "issue:39401", - "right": "issue:46209", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset mapping and runtime post-processor updates after special-token changes are different tokenizer behaviors." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA q_a_layernorm precision/config issues are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical problems in different models; no shared code-path bug is evident." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing layer_type_validation import and _torch_extract_fbank_features issues are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping regression is unrelated to FP8 inference on B200." + "reason": "Phi-4 multimodal loading failure and broad import errors after upgrade are not the same concrete bug." } ] }, @@ -17064,17 +17369,16 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 56, - "review_unit_count": 64, + "review_unit_index": 57, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:27957", - "issue:38617", "issue:41628", "issue:42371", "issue:42831", @@ -17096,7 +17400,7 @@ "issue:44075", "issue:44077", "issue:44117", - "issue:44220", + "issue:44246", "issue:44261", "issue:44263", "issue:44360", @@ -17106,269 +17410,270 @@ "issue:44485", "issue:44493", "issue:44829", - "issue:44964", "issue:44987", + "issue:45003", "issue:45071", - "issue:45278", "issue:45310", "issue:45341", "issue:45464", "issue:45478", + "issue:45588", "issue:45656", + "issue:45753", "issue:46172", + "issue:46369", "issue:46752", - "issue:46762", "issue:46897", "issue:46981", "issue:47116" ], "soft_pairs": [ - "issue:42371|issue:44261", - "issue:44261|issue:46762", - "issue:38617|issue:44220", - "issue:44964|issue:45278", - "issue:44484|issue:45310", "issue:42371|issue:42831", "issue:44075|issue:45656", "issue:44483|issue:45464", + "issue:44484|issue:45310", "issue:43097|issue:44493", - "issue:44410|issue:45478", - "issue:44263|issue:44485", "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:44410|issue:45478", "issue:44077|issue:46981", "issue:43931|issue:44410", "issue:43673|issue:45341", "issue:46752|issue:47116", "issue:41628|issue:45071", - "issue:43931|issue:44038", "issue:43874|issue:44261", "issue:43441|issue:44829", - "issue:43012|issue:43577", + "issue:43931|issue:44038", "issue:27957|issue:43352", + "issue:43012|issue:43577", "issue:43097|issue:43452", "issue:44484|issue:45478", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43208|issue:46897", - "issue:43531|issue:45341", "issue:44117|issue:44987", "issue:44261|issue:44485", - "issue:43986|issue:45341" + "issue:43531|issue:45341", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:43097|issue:45588", + "issue:44246|issue:46981", + "issue:45753|issue:46369" ], - "prepared_review_unit_hash": "fd4097cebdf9fc3a9af469f97da116edffb9616f5fa6c0526f672f4f3c2e212f", + "prepared_review_unit_hash": "8248b3b96a1ce1a0e1fcaa0d4538b0553ad45e1e81f7d1caef805afbcce69c58", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36525, - "estimated_input_tokens": 9132, - "estimated_eval_tokens": 18520 + "serialized_chars": 36464, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; the soft-similarity links are mostly false positives across unrelated Transformers regressions. No PRs are present, and there is no single true duplicate issue, so the best issue is only a loose umbrella choice.", - "confidence": 0.71, - "canonical_issue_reason": "No exact duplicate spans the whole set; issue 45278 is the closest umbrella because it describes broad post-upgrade import breakage and is the most general regression report among these items.", + "summary": "These are mostly unrelated Transformers bugs that happen to share broad themes like v5 regressions, tokenizer/model loading, or Flash Attention. I found no soft pair that is clearly the same underlying issue, so no duplicates are accepted.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 44483 is the most central high-impact report in this set: it describes a broad user-facing v5 chat/completions API regression with concrete failure, making it a better anchor than the narrower model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most suitable representative since it is broad, user-facing, and closest to the recurring v5 import/regression failures in this cluster, even though the cluster is not truly cohesive.", + "best_issue_reason": "Issue 44483 is the best overall representative because it is broad, severe, and likely to subsume nearby chat/completions regression reports better than the model- or implementation-specific items.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42371", - "right": "issue:44261", - "accept": false, - "reason": "TF32 API settings guidance is unrelated to an MLA layernorm precision bug." - }, - { - "left": "issue:44261", - "right": "issue:46762", - "accept": false, - "reason": "Both mention numerical issues, but they affect different models/components and different failure modes." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "Different missing symbol / runtime failure in unrelated code paths; not the same import bug." - }, - { - "left": "issue:44964", - "right": "issue:45278", - "accept": false, - "reason": "Both are upgrade regressions, but one is a Phi-4 multimodal load failure and the other is broad import errors; too different to merge." - }, - { - "left": "issue:44484", - "right": "issue:45310", - "accept": false, - "reason": "One is about save_pretrained shard size, the other about a Qwen3.5-MoE from_pretrained load error." - }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 configuration behavior and FineGrainedFP8 accuracy are separate precision topics with different fixes." + "reason": "Both are precision-related, but one is TF32 settings and the other is a FineGrainedFP8 accuracy bug; different code paths and failure modes." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Optimizer args being ignored is not the same underlying bug as a double optimizer step with DeepSpeed." + "reason": "Both mention optimizers, but one is SGD args being ignored while the other is double optimizer steps under deepspeed; not the same bug." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both hit chat/completions, but one is request acceptance and the other is streaming inference on a specific model." + "reason": "Same broad chat/completions area, but 44483 is a general request-acceptance regression while 45464 is a specific Qwen3.5-0.8B streaming failure." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated problems: save_pretrained sharding behavior versus a Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "A removed config method and unexpected position-id keys are unrelated v5 breakages." + "reason": "Both are v5 regressions, but one is a removed config option and the other is unexpected position-id keys; different underlying defects." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Different Qwen-family loading failures with different missing tensors / model shapes." + "reason": "Both are tokenizer-related, but one is a decoder-type regression and the other is tokenization output differing across versions; not clearly the same bug." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split return issue is not the same as a RoPE implementation bug." + "reason": "Both are GLM-related, but one is a torch.split/indexing bug and the other is a RoPE implementation issue." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Tokenizer decoder type mismatch and changed tokenization output are related only broadly, not the same concrete defect." + "reason": "Different Qwen model families and different failures: missing projections versus a from_pretrained loading error." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "Optional post_init validation and HTTP 429 retry behavior are unrelated." + "reason": "PatchTSMixer post_init validation is unrelated to AutoProcessor retry behavior on HTTP 429." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different Qwen vision/model-loading failures; same brand, different code-path problem." + "reason": "Both are model-loading/model-structure issues, but they concern different architectures and different missing/mismatched components." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache/chunked_prefill behavior is unrelated to a testing_utils bug." + "reason": "Generation cache during chunked prefill is unrelated to a testing_utils bug." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "An empty-list chat template crash is not the same as a streaming pipeline regression." + "reason": "An empty-list apply_chat_template crash is unrelated to a streaming pipeline regression." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Importing AutoImageProcessor and PretrainedConfig type checking are separate issues." - }, - { - "left": "issue:43931", - "right": "issue:44038", - "accept": false, - "reason": "Two Qwen/VL-related errors, but different models and different failure surfaces." + "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are separate API regressions." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing image-patch helper and missing rms_norm_eps are unrelated multimodal vs normalization problems." + "reason": "Different model-specific issues: missing image-patch counting method versus a missing rms_norm_eps in MLA q_a_layernorm." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention FlashAttention, but one is unsupported model inference and the other is degenerate training with FA3." + "reason": "Both involve flash attention, but one is a model support error and the other is a training degeneration regression in sequence classification." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "A PyTorch warning during bf16 compilation is not the same as Blip2 dtype propagation staying float32." + "reason": "These both mention Qwen3-VL-Moe, but one is a specific weight-shape mismatch and the other is a broader v5 loading bug without enough evidence they are the same defect." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Unsupported Flash Attention for XLM-Roberta and Nemotron are different model-specific support gaps." + "reason": "Different models and different flash-attention support complaints; not the same code-path failure." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype-related, but one is a compile-time PyTorch warning and the other is a BLIP2 dtype propagation bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Missing tie_embeddings support and gguf_file loading breakage are unrelated regressions." + "reason": "A removed config option and a gguf_file loading breakage are unrelated." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Sharding-size semantics and Qwen3.5-MoE loading errors are unrelated." + "reason": "Save-pretrained shard sizing has nothing to do with the Qwen3.5 MoE from_pretrained error." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different GLM-family tensor-shape/transpose bugs with different locations and symptoms." + "reason": "Both are low-level tensor/code bugs, but in different models and different operations; no shared underlying defect is evident." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in the DSA indexer is not the same defect as a dtype/transpose issue." + "reason": "DSA indexer missing ReLU is unrelated to deepseek-v4 tensor transposition behavior." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "xLSTM training blockers and Florence2 double-shift loss bug are unrelated model-specific issues." - }, - { - "left": "issue:43531", - "right": "issue:45341", - "accept": false, - "reason": "A sliding_window bug in Qwen3-MoE is unrelated to a testing_utils issue." + "reason": "xLSTM training blockers are unrelated to the Florence2 double-shift loss bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling and a fast model-loading failure are different root causes." + "reason": "Both are loading failures, but one is tokenizer-mapping None handling and the other is a specific model loading regression; too little evidence they are the same issue." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Both are GLM-related, but one is missing config on layernorm and the other is a RoPE implementation question." + "reason": "Same GLM area, but one is a normalization epsilon config bug and the other is a RoPE implementation issue." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor crashing without torchvision and a testing_utils bug are unrelated." + "reason": "A torchvision-missing crash in AutoProcessor is unrelated to testing_utils." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to testing_utils." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config option and a flash_attention.py sink-less-model AttributeError are different failures." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import slowness and repeated 429 retries are different performance/retry problems." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite loop on a specific image and a memory overflow in sam3-litetext are different model/runtime failures." } ] }, @@ -17383,18 +17688,19 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 57, - "review_unit_count": 64, + "review_unit_index": 58, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:38617", "issue:42757", "issue:42890", + "issue:42907", "issue:43012", "issue:43064", "issue:43097", @@ -17409,264 +17715,277 @@ "issue:44038", "issue:44062", "issue:44117", - "issue:44246", "issue:44263", "issue:44315", "issue:44351", + "issue:44380", "issue:44410", "issue:44451", "issue:44484", "issue:44704", "issue:44936", - "issue:45003", + "issue:44938", "issue:45103", - "issue:45341", "issue:45375", "issue:45440", - "issue:45588", + "issue:45712", "issue:45753", "issue:46050", "issue:46123", "issue:46172", + "issue:46178", "issue:46298", "issue:46365", - "issue:46369", + "issue:46421", "issue:46655", "issue:46664", "issue:46701", "issue:46710", "issue:46752", "issue:46821", - "issue:46981", "issue:47116", "issue:47312" ], "soft_pairs": [ - "issue:45003|issue:45341", - "issue:43097|issue:45588", - "issue:44246|issue:46981", - "issue:45753|issue:46369", "issue:45440|issue:46172", "issue:43097|issue:46050", "issue:43986|issue:47312", - "issue:44410|issue:45375", "issue:43874|issue:44263", + "issue:44410|issue:45375", "issue:43673|issue:46123", "issue:43097|issue:43873", - "issue:44038|issue:44410", - "issue:43012|issue:46821", "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44038|issue:44410", "issue:38617|issue:42757", "issue:44117|issue:46701", - "issue:43064|issue:44315", "issue:46655|issue:46664", + "issue:43064|issue:44315", "issue:46298|issue:46752", "issue:46172|issue:46710", "issue:43986|issue:44484", "issue:42890|issue:46298", - "issue:38617|issue:44351", "issue:44704|issue:45103", + "issue:38617|issue:44351", "issue:44936|issue:46365", "issue:43502|issue:43992", "issue:44451|issue:47116", - "issue:43208|issue:43550" + "issue:43208|issue:43550", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298" ], - "prepared_review_unit_hash": "74830d7691462977f3dbde80f21bb68546a796a592ffc27fa99f1481759b9d89", + "prepared_review_unit_hash": "fd7eb0738d15c0237663bb5c0b5ebf66541fcabf362b73203627cacc4b1c934d", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35722, - "estimated_input_tokens": 8931, - "estimated_eval_tokens": 18118 + "soft_pair_count": 30, + "serialized_chars": 36381, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most pairs share only superficial wording around regressions, imports, or model-specific bugs, not the same underlying fix. No PRs are present. If one issue must anchor the cluster, 43097 is the broadest v5-related regression report, but it is not a duplicate match for the others.", - "confidence": 0.42, - "canonical_issue_reason": "issue:43097 is the most central and referenced report in the set, and it best represents the broad v5-breaking-change theme that recurs across a few neighboring issues, though the cluster is too mixed for a true duplicate canonical.", + "summary": "This is a loose grab-bag of unrelated Transformers issues/regressions. None of the soft pairs look like the same underlying bug or change; most are only superficially similar by subsystem or model family.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 has the strongest signal in the set: the most discussion and inbound references, plus a concrete runtime bug with clear user impact, so it is the best anchor for this heterogeneous cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best overall representative because it is broad, well-discussed, and has inbound references; however, the surrounding issues are mostly unrelated concrete bugs, so it should be used only as a weak anchor.", + "best_issue_reason": "issue:43873 is the highest-signal issue here and the best representative anchor, even though it is not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45003", - "right": "issue:45341", - "accept": false, - "reason": "Both are internal utility bugs, but they concern different code paths: sys.modules access vs a testing_utils bug." - }, - { - "left": "issue:43097", - "right": "issue:45588", - "accept": false, - "reason": "One is about a removed v5 API method; the other is a flash-attention crash on sink-less models. Different failures and fixes." - }, - { - "left": "issue:44246", - "right": "issue:46981", - "accept": false, - "reason": "Both involve slow or repeated loading behavior, but one is import-time slowness and the other is repeated 429 retries in AutoProcessor." - }, - { - "left": "issue:45753", - "right": "issue:46369", - "accept": false, - "reason": "Both are multimodal/model issues, but one is an infinite loop on a specific image and the other is a memory overflow in a different model." - }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both mention DeepSeek-family models, but the reported bugs are different tensor/code-path failures." + "reason": "Different DeepSeek problems: model divergence vs a tensor dtype/transpose bug." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "One is a missing v5 method; the other is a quantized save/load corruption. Not the same underlying bug." + "reason": "API removal warning/compat issue vs broken quantized save/load behavior." }, { "left": "issue:43986", "right": "issue:47312", "accept": false, - "reason": "One is a missing torchvision dependency path; the other is a kernels 0.16 compatibility issue. Different causes." + "reason": "Unrelated failures: missing torchvision dependency vs kernel compatibility error." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Both are Qwen3_5-related, but one is missing projections and the other is a config field being dropped. Not the same defect." + "reason": "Same broad model family, but different code paths: image patch counting vs torch.split indexing." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Both are GLM-related, but one is an image processor API omission and the other is a torch.split shape/return-value issue." + "reason": "Both Qwen-related, but one is a missing layer projection bug and the other is a config field being dropped." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both affect generation/pipeline behavior, but the concrete bugs are unrelated cache handling vs batch-finalization logic." + "reason": "Cache/memory initialization bug vs pipeline batching logic dropping final results." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "A removed API symbol and a quantization/offloading problem are different failures despite both being v5-era regressions." + "reason": "Different issues: removed API surface vs offloading/quantization behavior." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Both concern Qwen variants, but one is a general transformers 5.0 bug report and the other is a missing layer projection problem." + "reason": "Tokenizer constructor argument error vs tokenizer mapping returning None; distinct failures." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "Both are AttributeError-style reports, but bfloat16 compilation warnings and a TimesFM window_size error are unrelated." + "reason": "PyTorch precision warning vs TimesFM window_size attribute error." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "These are different tokenizer-loading failures: AddedToken construction vs TOKENIZER_MAPPING_NAMES returning None." + "reason": "General Qwen3-VL-Moe bug vs specific missing projections in qwen3next layer 0." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they are for different missing symbols from different packages." + "reason": "Both are import errors, but for unrelated symbols and different modules." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "One is a tokenizer mapping bug; the other is an image-text-to-text pipeline issue. Not the same code path." + "reason": "Tokenizer mapping bug vs image-text-to-text pipeline failure in DiffusionGemma output handling." }, { - "left": "issue:43064", - "right": "issue:44315", + "left": "issue:46655", + "right": "issue:46664", "accept": false, - "reason": "Different training-time bugs: optimizer state placement with FSDP2/PEFT vs Liger Kernel not applied with model_init." + "reason": "Same model family, but padding calculation and num_frames semantics are distinct bugs." }, { - "left": "issue:46655", - "right": "issue:46664", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is num_frames semantics." + "reason": "FSDP2 optimizer-state corruption vs Liger Kernel not applied with model_init." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "A noisy logging complaint and an empty-list apply_chat_template crash are unrelated." + "reason": "Noisy logging vs empty-list chat template crash; no shared underlying defect." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Different DeepSeek-family regressions: a tensor operation bug vs an accuracy regression after upgrade." + "reason": "Tensor operation/type bug vs a model accuracy regression after upgrading Transformers." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "One is about missing torchvision for AutoProcessor; the other is about max_shard_size defaults in save_pretrained()." + "reason": "Missing torchvision import dependency vs save_pretrained shard-size behavior." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A flaky integration test due to missing set_seed and a logging-message issue do not share the same underlying bug." + "reason": "Seed-related test flakiness vs logging noise; unrelated." }, { - "left": "issue:38617", - "right": "issue:44351", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Both are import-name failures, but they involve different missing exports and different compatibility breaks." + "reason": "cached_file kwargs forwarding bug vs docstring parsing crash under future annotations." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Both are kwarg/processing-related, but one is cached_file passthrough and the other is an auto-docstring crash with future annotations." + "reason": "Both are import errors, but they concern different removed/missing symbols and different failure modes." }, { "left": "issue:44936", "right": "issue:46365", "accept": false, - "reason": "Trainer.evaluate() after train() and Trainer import breaking with datasets installed are distinct problems." + "reason": "trainer.evaluate() state bug vs import failure caused by datasets; not the same issue." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "One is unwanted network access with local_files_only, the other is a missing embed_tokens.weight in UMT5Encoder loading." + "reason": "Offline/local-files-only network leak vs missing embed_tokens weights in UMT5 loading." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "A model-loading failure for ScandiBERT and a streaming pipeline regression are different bugs." + "reason": "Loading a specific model failing vs a streaming pipeline regression." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "Both mention model training failures, but xLSTM training bugs and Bamba torch.compile/SDPA failure are unrelated." + "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention-scaling config ignored vs lazy cache causing recompilation; different mechanisms." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure vs unsupported backend mapping error." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Different concrete bugs: distributed optimizer-state issue vs streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model save failure vs Qwen3_5 image infinite-loop bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Compilation warning on bfloat16 models vs a specific SDPA compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes/check_repo failure vs noisy logging; unrelated." } ] }, @@ -17681,18 +18000,20 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 58, - "review_unit_count": 64, + "review_unit_index": 59, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ + "issue:36010", "issue:36683", "issue:42175", "issue:42757", + "issue:42831", "issue:42890", "issue:42907", "issue:43012", @@ -17702,9 +18023,10 @@ "issue:43208", "issue:43352", "issue:43526", - "issue:43550", "issue:43582", + "issue:43618", "issue:43756", + "issue:43761", "issue:43824", "issue:43825", "issue:43827", @@ -17716,36 +18038,28 @@ "issue:44162", "issue:44222", "issue:44230", + "issue:44261", "issue:44368", "issue:44380", + "issue:44483", "issue:44484", "issue:44485", + "issue:44514", "issue:44655", "issue:44734", - "issue:44938", "issue:45478", "issue:45479", "issue:45584", - "issue:45712", - "issue:45753", "issue:46132", "issue:46172", - "issue:46178", "issue:46298", "issue:46365", - "issue:46421", "issue:47059", "issue:47116", "issue:47276" ], "soft_pairs": [ - "issue:44380|issue:46421", - "issue:44938|issue:46178", - "issue:43064|issue:47116", - "issue:42907|issue:45753", "issue:42907|issue:44655", - "issue:43012|issue:43550", - "issue:45712|issue:46298", "issue:43066|issue:43906", "issue:43012|issue:44368", "issue:43825|issue:44655", @@ -17753,238 +18067,206 @@ "issue:43827|issue:47116", "issue:43352|issue:43976", "issue:45584|issue:46365", - "issue:44038|issue:44230", "issue:44734|issue:47116", + "issue:44038|issue:44230", "issue:44162|issue:46172", "issue:44380|issue:46132", "issue:43352|issue:44380", - "issue:43208|issue:43526", "issue:43097|issue:46298", + "issue:43208|issue:43526", "issue:44077|issue:46365", "issue:36683|issue:43582", "issue:44380|issue:45479", - "issue:42757|issue:43824", "issue:43012|issue:47276", + "issue:42757|issue:43824", "issue:42175|issue:46365", "issue:44222|issue:45478", "issue:42890|issue:47059", "issue:43064|issue:44380", - "issue:43756|issue:44485" + "issue:43756|issue:44485", + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:36010|issue:42757", + "issue:43618|issue:43761" ], - "prepared_review_unit_hash": "9b5f472856594a6b480c4ba990cc8d895b89cc0cc65877e0c575ff6d88a88380", + "prepared_review_unit_hash": "0945451c34057c47ab6b78b1e8ed59641a04b06f1ba4f7620d6807a6c4232977", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36221, - "estimated_input_tokens": 9056, - "estimated_eval_tokens": 18368 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36217, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the proposed soft edges span unrelated models, backend/import issues, trainer/runtime bugs, and doc/logging problems. None look like the same underlying bug or change, so no duplicates should be merged here.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These are mostly unrelated bug reports, with the soft edges appearing to be title-level similarity rather than true duplicates. I would reject all proposed pairings. No PRs are present. If one issue must anchor the set, 43097 is the broadest, most central v5 regression report.", + "confidence": 0.93, + "canonical_issue_reason": "No single true duplicate cluster emerges, but issue 43097 is the best anchor because it is a broad v5 API regression with inbound references and stronger cross-issue relevance than the others.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43097 has the clearest standalone triage value: broad impact, explicit breakage, and signs that it is referenced by related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44380", - "right": "issue:46421", - "accept": false, - "reason": "Both mention attention/backend behavior, but one is GPT2 SDPA/FlashAttention config handling and the other is chunked-prefill cache warmup recompilation; different code paths." - }, - { - "left": "issue:44938", - "right": "issue:46178", - "accept": false, - "reason": "A Python 3.14 import/load failure is unrelated to a backend mapping error for tensorflow_text." - }, - { - "left": "issue:43064", - "right": "issue:47116", - "accept": false, - "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to a serve-time KV-cache continuation crash." - }, - { - "left": "issue:42907", - "right": "issue:45753", - "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is not the same as a Qwen3.5 image-triggered infinite loop." - }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "One is about dequantized model saving, the other about Pipeline save_pretrained; different objects and failure modes." - }, - { - "left": "issue:43012", - "right": "issue:43550", - "accept": false, - "reason": "A bfloat16 precision warning on compile is not the same as a Bamba SDPA compile failure." - }, - { - "left": "issue:45712", - "right": "issue:46298", - "accept": false, - "reason": "Dummy-class cleanup/leakage is unrelated to a noisy logging message." + "reason": "Both involve saving, but one is a dequantized-model save failure and the other is Pipeline.save_pretrained; different code paths." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder type mismatch and a reproduction of another issue are not the same concrete bug." + "reason": "The second is only a reproduction of another issue; there is no evidence it targets the same tokenizer-decoder bug." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "The first is a PyTorch warning during compile; the second is a tie_word_embeddings warning in Qwen3.5 LoRA usage." + "reason": "Different regressions: a PyTorch compile bfloat16 warning versus a tie_word_embeddings config warning." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "A misleading pipeline error message is not the same as inability to save Pipeline objects." + "reason": "One is about pipeline error messaging, the other about pipeline serialization; not the same bug." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing embed_tokens.weight on load is unrelated to a question about the 50GB shard-size default." + "reason": "Missing embed_tokens.weight loading and a max_shard_size default question are unrelated." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs still referencing pipeline() and a streaming pipeline runtime regression are different issues." + "reason": "Docs still referencing pipeline() versus a runtime streaming regression are separate issues." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention 2 unsupported for a model is unrelated to a Python version compatibility failure." + "reason": "Model backend support and Python-version compatibility are unrelated problems." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to an import failure involving datasets/Trainer." + "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import conflict." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:44734", + "right": "issue:47116", "accept": false, - "reason": "Qwen3-VL-Moe breakage in transformers 5.0 and fp8 inference support for Qwen3.5 MoE are distinct problems." + "reason": "KV-cache indexing crash in serve and streaming pipeline regression are different code paths." }, { - "left": "issue:44734", - "right": "issue:47116", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Serve KV-cache indexing crash is not the same as the streaming pipeline regression." + "reason": "Both mention Qwen MoE, but one is a transformers 5 bug and the other is fp8 inference support; not the same change." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 model breakage and a DeepSeek tensor-transpose bug affect different models and paths." + "reason": "ESM2 breakage and deepseek-v4 tensor conversion are distinct model-specific failures." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention-scaling with SDPA/FlashAttention is separate from AttentionInterface.register changing registered-function behavior." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is not the same as AttentionInterface.register behavior change." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Unsupported Flash Attention 2 for Nemotron is not the same as GPT2 attention scaling being ignored." + "reason": "A model support gap and a GPT2 backend scaling bug are unrelated." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "xLSTM training bugs and a BEiT Fast label-reduction bug are unrelated." + "reason": "API removal regression is not the same as a noisy logging message." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder is not a noisy logging message issue." + "reason": "xLSTM training bugs and BEiT label reduction are unrelated model issues." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "patchtsmixer post_init validation has nothing to do with import-order issues involving datasets." + "reason": "Config validation for patchtsmixer is unrelated to importing Trainer." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size and an Apple Silicon caching_allocator_warmup TypeError are unrelated." + "reason": "Gemma3 config missing vocab_size and Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "Attention backend scaling being ignored is not the same as degenerate zero loss in single-label classification." + "reason": "FP8 save_pretrained MoE and from_pretrained load errors are related only loosely by model family, not the same bug." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:42890", + "right": "issue:47059", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different packages." + "reason": "Flaky tests due to missing set_seed and a CLI breakage from huggingface_hub are different problems." }, { - "left": "issue:43012", - "right": "issue:47276", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "A bfloat16 compile warning and a misleading synced_gpus warning are different warning messages with different triggers." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." }, { - "left": "issue:42175", - "right": "issue:46365", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "TensorFlow missing from a torch extra install and inability to import Trainer due to datasets are unrelated dependency problems." + "reason": "Different models and different RoPE implementation complaints; not mergeable as one fix." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:42831", + "right": "issue:44261", "accept": false, - "reason": "FP8 save_pretrained behavior and Qwen3.5 MoE from_pretrained failure are related only by model family, not the same bug." + "reason": "Both are precision-related, but one is FineGrainedFP8 accuracy and the other is missing rms_norm_eps in MLA." }, { - "left": "issue:42890", - "right": "issue:47059", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Flaky integration tests due to missing set_seed calls are unrelated to a cli completion-API incompatibility." + "reason": "Chat/completions request handling and batched chat-template padding crash are different code paths." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Optimizer-state mismatch under FSDP2/PEFT is unrelated to GPT2 attention scaling being ignored." + "reason": "Both are import errors, but for different symbols from different dependencies." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Smollm3 RoPE layer-dropping and GLM-5 RoPE implementation discussion are different model-specific topics." + "reason": "Both touch CLIP v5 regressions, but missing attentions and missing hidden_states are distinct failures." } ] }, @@ -17999,22 +18281,20 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 59, - "review_unit_count": 64, + "review_unit_index": 60, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:29870", - "issue:36010", + "issue:33453", "issue:36296", "issue:36683", "issue:38617", - "issue:42757", - "issue:42831", "issue:42994", "issue:43010", "issue:43064", @@ -18023,19 +18303,17 @@ "issue:43475", "issue:43502", "issue:43525", - "issue:43611", + "issue:43575", "issue:43618", - "issue:43761", "issue:43867", "issue:43976", "issue:43992", + "issue:44075", "issue:44077", - "issue:44261", "issue:44355", "issue:44380", - "issue:44483", + "issue:44393", "issue:44492", - "issue:44514", "issue:44625", "issue:44655", "issue:44855", @@ -18045,6 +18323,7 @@ "issue:45276", "issue:45278", "issue:45310", + "issue:45375", "issue:45593", "issue:46077", "issue:46202", @@ -18052,24 +18331,23 @@ "issue:46512", "issue:46851", "issue:46877", + "issue:47000", "issue:47059", "issue:47110", "issue:47317", - "issue:47321" - ], - "soft_pairs": [ - "issue:42831|issue:44261", - "issue:36010|issue:42757", - "issue:44483|issue:44514", - "issue:43618|issue:43761", + "issue:47321", + "issue:47332", + "issue:47337" + ], + "soft_pairs": [ "issue:38617|issue:43502", "issue:45276|issue:46077", "issue:43299|issue:43867", - "issue:42994|issue:44655", - "issue:44655|issue:47321", "issue:43618|issue:44380", + "issue:44655|issue:47321", "issue:44625|issue:46365", - "issue:43611|issue:44655", + "issue:42994|issue:44655", + "issue:44655|issue:47332", "issue:44625|issue:46077", "issue:43352|issue:45593", "issue:36683|issue:43475", @@ -18088,229 +18366,254 @@ "issue:44355|issue:44855", "issue:43010|issue:45278", "issue:43064|issue:44492", + "issue:43867|issue:46202", + "issue:44075|issue:46365", "issue:43992|issue:45310", - "issue:43867|issue:46202" + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:44393|issue:47337", + "issue:36296|issue:43575", + "issue:43867|issue:45375", + "issue:43618|issue:44077" ], - "prepared_review_unit_hash": "f8fb29126e076df2b6b123c18327a5567627de2f217ac0b80c491ba42fbc454e", + "prepared_review_unit_hash": "86f1cee6682c1137487ac0e7a94bc8e8b52d33e11c9d543a7bf575952911116c", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36980, - "estimated_input_tokens": 9245, - "estimated_eval_tokens": 18746 + "soft_pair_count": 35, + "serialized_chars": 37727, + "estimated_input_tokens": 9432, + "estimated_eval_tokens": 19120 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of Transformers regression/compatibility issues (imports, config attributes, save/load, version mismatches) rather than true duplicates. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the broadest and most representative report in the set, covering the general post-upgrade import-breakage theme; the other issues are narrower, model-specific regressions.", + "summary": "This set is mostly a grab-bag of unrelated Transformers issues. The soft similarities are usually just shared subsystems, model families, or broad themes like loading/saving, not the same underlying bug.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44655 is the broadest anchor in the set: it concerns a generic `save_pretrained` failure, has inbound references, and is the closest thing here to a reusable serialization-related umbrella issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 best summarizes the cluster\u2019s dominant theme of Transformers v5 upgrade breakage, especially import-related failures.", + "best_issue_reason": "issue:44655 is the best representative because it is generic and broadly applicable compared with the many model-specific or version-specific regressions around it.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42831", - "right": "issue:44261", - "accept": false, - "reason": "Both are numerical quality problems, but they affect different mechanisms: FineGrainedFP8 accuracy vs MLA q_a_layernorm rms_norm_eps handling." - }, - { - "left": "issue:36010", - "right": "issue:42757", - "accept": false, - "reason": "Unrelated import errors from different missing symbols in different packages (`transformers.generation` vs `huggingface_hub`)." - }, - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Both touch chat/processor behavior, but one is an API acceptance regression and the other is a batched padding crash; different code paths." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": false, - "reason": "Same CLIP family, but one is missing attentions assignment and the other is hidden_states output regression; not the same bug." - }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "An import error for `layer_type_validation` is unrelated to `local_files_only=True` still allowing network requests." + "reason": "Different bugs: an import error for `layer_type_validation` vs `local_files_only` still making API calls." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is bidirectional-attention mask construction." + "reason": "Same model family, but different code paths: token embedding resizing vs bidirectional attention mask construction." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both concern model loading, but they describe different failures: Qwen3VL MoE load breakage vs sorted-state_dict load error." + "reason": "Both are loading failures, but the symptoms and likely causes differ (`Qwen3VL` MoE load regression vs sorted-state-dict load error)." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Saving quantized models and saving Pipeline objects are different save_pretrained paths with different failure modes." + "reason": "Both mention attentions, but one is CLIP output field assignment and the other is GPT2 attention scaling under SDPA/FlashAttention." }, { "left": "issue:44655", "right": "issue:47321", "accept": false, - "reason": "Pipeline save_pretrained and AMD quark class updates are unrelated." - }, - { - "left": "issue:43618", - "right": "issue:44380", - "accept": false, - "reason": "CLIP attentions missing and GPT2 attention scaling ignored under SDPA/FlashAttention are different attention bugs." + "reason": "Unrelated: generic pipeline save failure vs AMD quark class update issue." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Trainer import failing because of `datasets` are unrelated." + "reason": "Different areas entirely: config propagation for Qwen3.5 vs an import failure involving `Trainer` and `datasets`." }, { - "left": "issue:43611", + "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Base-model-prefix loading breakage is unrelated to saving Pipeline objects." + "reason": "Both involve saving, but quantized-model saving and pipeline `save_pretrained` are different failure modes/code paths." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Both are save-related, but disk-offloaded model saving is a distinct path from pipeline object serialization." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different models and different bugs: Qwen3.5 label propagation vs Gemma4 attention mode handling." + "reason": "Different issues: `num_labels` propagation vs Gemma4 bidirectional attention masks." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "FlashAttention support gating for Nemotron is unrelated to D-FINE auxiliary-loss behavior." + "reason": "No overlap beyond being model-specific bugs; flash-attn support and denoising/aux-loss behavior are unrelated." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing `vocab_size` on Gemma3Config and missing `fpn_position_embeddings` on SAM3 output are distinct attribute regressions." + "reason": "Both are missing-attribute errors, but for different models and different missing fields." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled-file import errors and auto_docstring stdout diagnostics are different import-time issues." + "reason": "One is about compiled Python files failing, the other about import-time docstring lint output; unrelated." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Both mention config/model class behavior, but Gemma3 missing `vocab_size` is unrelated to patchtsmixer `post_init` validation." + "reason": "Different config/model issues: missing `vocab_size` vs `post_init` behavior for patchtsmixer." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python-version compatibility reports, but they target different interpreter versions and different failure modes." + "reason": "Both are Python-version compatibility reports, but they involve different versions and different breakages." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "State-dict sorting load failure and Qwen3.5 checkpoint regression are different save/load bugs." + "reason": "Both concern load/save regressions, but one is sorted state_dict loading and the other is Qwen3.5 checkpoint saving." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "Gemma4 attention-mask behavior and stale `config.dtype` after `from_config` are unrelated." + "reason": "Different bugs: Gemma4 attention mask logic vs stale `config.dtype` after `from_config(dtype=...)`." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 load failures and huggingface_hub CLI completion breakage are unrelated dependency/version issues." + "reason": "Different compatibility problems: Python 3.14 loading failure vs `huggingface_hub` CLI completion breakage." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions output regression and Qwen3.5 checkpoint saving regression are unrelated models and code paths." + "reason": "Different problems: CLIP attentions assignment vs Qwen3.5 checkpoint serialization regression." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "Gemma3 config attribute missing and `special_tokens` list-vs-dict handling are different bugs." + "reason": "Both are attribute-type errors, but they point to different APIs and different data shapes." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Missing `vocab_size` on Gemma3Config and missing `pad_token_id` on Llama4Config are similar in shape but not the same underlying issue." + "reason": "Missing `vocab_size` in Gemma3Config is unrelated to `Llama4Config` missing `pad_token_id`." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "A BART generate-time mask bug and a tensor-parallel training bug are completely different failures." + "reason": "Different training/inference bugs: Bart generate-time mask initialization vs tensor-parallel training bug." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs being ignored and Qwen3.5 variable-length position_ids handling are unrelated." + "reason": "Scheduler kwargs propagation has nothing to do with Qwen3.5 variable-length `position_ids` handling." }, { "left": "issue:43992", "right": "issue:47317", "accept": false, - "reason": "UMT5 missing embedding weights and PPFormulaNet training-loss bug are unrelated model/training issues." + "reason": "Different domains: missing encoder weights vs a training-loss bug in PPFormulaNet." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both involve import-time problems, but compiled Python file errors and a torch.jit.script parsing/IndentationError are different causes." + "reason": "Both are Python/import problems, but the causes are different: compiled-file execution vs `torch.jit.script` parsing on Python 3.13." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad decoration and broad import errors after upgrade are different kinds of regressions." + "reason": "No shared underlying bug: cache update no-grad decorator vs broad import errors after version upgrade." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and a cache-strategy typo are unrelated." + "reason": "Training/optimizer-state corruption is unrelated to a typo in cache strategy docs or enums." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both touch loading/serialization, but sorted state_dict loading and Gemma pipeline roundtrip on `\u2581` are different issues." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated: optimizer argument handling vs import-time `Trainer` failure due to `datasets`." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5 missing `embed_tokens.weight` and Qwen3.5 MoE from_pretrained failure are different loading bugs." + "reason": "Both are Qwen3.5 loading issues, but one is missing encoder weights and the other is a MoE `from_pretrained` regression." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Both are vision/detection-flavored, but one is Qwen3-VL bbox output behavior and the other is RTDetrLoss matching infeasibility." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Different failures: Bart generate-time `decoder_attention_mask` bug vs tokenizer loading regression." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Shared bbox vocabulary only; one is a user-facing Qwen3-VL output issue, the other is a flaky bbox-range test." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM while loading a large Qwen model." }, { "left": "issue:43867", - "right": "issue:46202", + "right": "issue:45375", + "accept": false, + "reason": "Different config/load problems: sorted state_dict loading vs a missing `deepstack_visual_indexes` field in Qwen3.5 vision config." + }, + { + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "State-dict ordering load errors and Gemma pipeline roundtrip failure on the `\u2581` token are different persistence bugs." + "reason": "Both are model-output/config issues, but CLIP attentions and patchtsmixer `post_init` are unrelated." } ] }, @@ -18325,47 +18628,48 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 60, - "review_unit_count": 64, + "review_unit_index": 61, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:28282", - "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", "issue:33453", - "issue:36296", "issue:41669", "issue:42548", "issue:42890", "issue:42898", "issue:43010", "issue:43065", + "issue:43232", "issue:43502", "issue:43525", - "issue:43575", "issue:43576", "issue:43618", "issue:43723", "issue:43824", "issue:43867", + "issue:43874", "issue:43976", "issue:44062", - "issue:44075", - "issue:44077", "issue:44112", "issue:44222", "issue:44246", "issue:44351", + "issue:44355", "issue:44360", "issue:44387", - "issue:44393", "issue:44485", "issue:44556", "issue:44734", + "issue:44749", "issue:44964", "issue:45071", "issue:45125", @@ -18377,19 +18681,12 @@ "issue:45850", "issue:46132", "issue:46285", - "issue:46365", "issue:46617", "issue:46664", - "issue:47000", + "issue:47110", "issue:47317" ], "soft_pairs": [ - "issue:44075|issue:46365", - "issue:44393|issue:47000", - "issue:29870|issue:33453", - "issue:36296|issue:43575", - "issue:43867|issue:45375", - "issue:43618|issue:44077", "issue:41669|issue:44246", "issue:42890|issue:45561", "issue:43010|issue:43976", @@ -18402,8 +18699,8 @@ "issue:42548|issue:44351", "issue:45125|issue:45478", "issue:43502|issue:44062", - "issue:45125|issue:45375", "issue:43525|issue:47317", + "issue:45125|issue:45375", "issue:42890|issue:44112", "issue:42890|issue:44964", "issue:42898|issue:46664", @@ -18413,247 +18710,235 @@ "issue:44387|issue:44556", "issue:43010|issue:43065", "issue:43824|issue:46617", + "issue:43502|issue:44485", "issue:43576|issue:46132", - "issue:43502|issue:44485" + "issue:43874|issue:46617", + "issue:45850|issue:47110", + "issue:30333|issue:33453", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:43010|issue:43232" ], - "prepared_review_unit_hash": "2255e2bead47a44fd6dececd38b50eb59e2cf3d5fc7c3913256ecd509f2c39a6", + "prepared_review_unit_hash": "51aceb1a850c8f7f88fa5aecc5448363a3903585bc3887a5791210e9e1ae14f6", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36498, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "serialized_chars": 36591, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; only two soft edges look like true duplicate/near-duplicate pairs: import-time slowdown and Qwen3.5 MoE `from_pretrained`/tensor-parallel loading. The rest are distinct bugs across different models and subsystems.", - "confidence": 0.77, - "canonical_issue_reason": "`issue:41669` is the most concrete root-cause report for the import-performance subset: removing `import *` from models directly matches the `import transformers` slowdown symptom.", + "summary": "Only one soft pair looks like a true duplicate: import-time slowdown caused by heavy model import side effects. The other pairs are mostly same-surface-area but different bugs or unrelated regressions.", + "confidence": 0.88, + "canonical_issue_reason": "issue:41669 is the better canonical issue because it identifies a concrete root cause (import * in models) and a measurable regression, while the paired issue is just a symptom report about slow imports.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:44246` is the broadest user-facing report in the import/performance area and best represents the shared symptom pattern in this cluster.", + "best_issue_reason": "issue:41669 is the strongest issue to anchor the cluster because it is specific, actionable, and likely explains the duplicate symptom in issue:44246.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44075", - "right": "issue:46365", - "accept": false, - "reason": "Different problems: unused SGD args vs an import failure tied to `datasets`." - }, - { - "left": "issue:44393", - "right": "issue:47000", - "accept": false, - "reason": "Different model/task failures: Qwen3-VL bbox output vs RTDetr loss infeasibility." - }, - { - "left": "issue:29870", - "right": "issue:33453", - "accept": false, - "reason": "Both are regressions, but one is BART `generate()` masking and the other is tokenizer loading; no shared code path." - }, - { - "left": "issue:36296", - "right": "issue:43575", - "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is a load-time OOM for a specific Qwen model." - }, - { - "left": "issue:43867", - "right": "issue:45375", - "accept": false, - "reason": "Different bugs: state_dict ordering load error vs a config field being dropped by `@strict`." - }, - { - "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "Unrelated model issues: missing CLIP attentions vs `patchtsmixer` `post_init` policy." - }, { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Same underlying import-performance problem: `import transformers` is slow, and `import *` in models is a plausible direct cause." + "reason": "Same underlying problem: importing transformers is slow because model imports do too much work; one reports the root cause, the other the symptom." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Different CI flakiness causes: missing `set_seed()` vs xdist race on `captured_info.txt`." + "reason": "Both concern tests, but they are different failures in different files and different code paths." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "`no_grad` decoration for cache updates is unrelated to Python version compatibility." + "reason": "One is about cache/layer update methods needing no_grad; the other is a Python version compatibility problem." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Different load/save issues: state_dict load failure vs incorrect visual encoder keys on save." + "reason": "Generic model loading error versus a specific Qwen3.5 save_pretrained regression; different concrete bugs." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "One is a specific cache-update fix; the other is an overly broad complaint about many models breaking in v5." + "reason": "The second is a broad complaint about many breakages, not the same concrete update-method bug." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Different import-time failures: missing PyTorch vs tokenizer-loading regression." + "reason": "PyTorch import missing error and tokenizer loading regression are unrelated." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but FP8 `save_pretrained` and missing `_tp_plan` are distinct code paths." + "reason": "Both mention MoE/Qwen-like areas, but one is FP8 save_pretrained and the other is tensor-parallel metadata; not the same bug." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both are CLIP-related, but they describe different structural/API changes." + "reason": "Both involve CLIP changes, but they describe different structural regressions." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Different model-specific implementation bugs with no shared failure mode." + "reason": "Different models and different functional defects; no shared code-path evidence." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different top-level symbols and likely different export breaks." + "reason": "Both are import errors, but for different symbols with no evidence they share the same root cause." }, { "left": "issue:45125", "right": "issue:45478", - "accept": true, - "reason": "Same underlying Qwen3.5 MoE tensor-parallel loading issue: missing `_tp_plan` plausibly causes the `from_pretrained` failure in v5.4+." + "accept": false, + "reason": "Both are Qwen3.5-related, but one is tensor-parallel planning and the other is a from_pretrained load failure; too broad to merge." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline-download leakage vs token construction `AddedToken` argument conflict are unrelated." + "reason": "Local-files-only network leakage and AddedToken argument handling are unrelated." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43525", + "right": "issue:47317", "accept": false, - "reason": "Both are Qwen3.5 MoE issues, but one is tensor-parallel planning and the other is a dropped vision-config field." + "reason": "Pad token config error and a training-loss bug are different failures." }, { - "left": "issue:43525", - "right": "issue:47317", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Different symptoms and subsystems: missing config attribute vs a training-loss bug." + "reason": "Both are Qwen3.5 config issues, but they are about different missing fields and should be tracked separately." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different flaky tests with different root causes." + "reason": "A flaky SAM HQ integration test and a GraniteSpeech CI device-override failure are not the same issue." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "`set_seed()` test flakiness is unrelated to Phi-4 multimodal model loading." + "reason": "Test flakiness and a multimodal model loading failure are unrelated." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenization-space behavior change and video `num_frames` semantics are unrelated." + "reason": "Tokenization cleanup behavior and video processor frame semantics are different subsystems." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Serving KV-cache indexing crash vs remote-code cache `FileNotFoundError` are different failure paths." + "reason": "KV-cache continuation crash in serving and trust_remote_code cache file lookup are unrelated." }, { "left": "issue:45071", "right": "issue:47317", "accept": false, - "reason": "Type-checking regression in `PretrainedConfig` is unrelated to the PPFormulaNet training-loss bug." + "reason": "Type-checking regression and a training-loss bug are not the same code-path problem." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both concern loading after v5, but one is tokenizer loading and the other is checkpoint reload compatibility." + "reason": "Tokenizer-loading regression and checkpoint reload failure after upgrade are distinct load-path issues." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization OOM and checkpoint reload incompatibility are different issues." + "reason": "Memory regression under int4 quantization is unrelated to checkpoint reload compatibility." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update decoration and a dummy `Conv2d` in Sam3PixelDecoder are unrelated." + "reason": "No_grad decoration for cache updates and a dummy Conv2d in Sam3PixelDecoder are unrelated." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Different import/load failures: missing exported class vs cache miss for remote-code model files." + "reason": "Missing exported class import and cache FileNotFoundError are different failures." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network calls and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken `transformers env` command is unrelated to `AttentionInterface.register` behavior." + "reason": "Broken env CLI and changed AttentionInterface.register behavior are different issues." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43874", + "right": "issue:46617", "accept": false, - "reason": "Offline loading bug is unrelated to GLM-5 RoPE implementation concerns." + "reason": "Missing image-patch helper and trust_remote_code cache loading failure are unrelated." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:45850", + "right": "issue:47110", "accept": false, - "reason": "These are unrelated: unexpected network access vs `AddedToken` keyword argument collision." + "reason": "Broad version complaint and a special_tokens attribute error are not the same concrete bug." }, { - "left": "issue:42898", - "right": "issue:45357", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Tokenization cleanup changes and Qwen3.5 visual-encoder key saving are different regressions." + "reason": "MLflow reporting on failed jobs and tokenizer loading regression do not match." }, { - "left": "issue:44387", - "right": "issue:45071", + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and doc confusion in model.forward are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Quantization memory growth and config type-checking are unrelated." + "reason": "Compiled Python file errors and slower data filtering after upgrade are different problems." + }, + { + "left": "issue:43502", + "right": "issue:43232", + "accept": false, + "reason": "Network access with local_files_only and generation kwargs sync_gpus handling are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted soft edges are plausible near-duplicates with clear topical overlap, and the rejected pairs are mostly explained by distinct symptoms/subsystems. No obvious overstatement of evidence." + "feedback": "The cluster summary is grounded in the packet, and the only accepted soft pair (issue:41669 \u2194 issue:44246) is a conservative duplicate call based on the shared import-time slowdown symptom with a concrete root-cause issue. The remaining pairs are appropriately rejected as same-surface-area but different bugs or unrelated regressions." }, "evaluator_used": true, "retried": false, @@ -18665,18 +18950,17 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 61, - "review_unit_count": 64, + "review_unit_index": 62, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:29870", "issue:30333", - "issue:30990", "issue:31795", "issue:33453", "issue:34689", @@ -18685,16 +18969,16 @@ "issue:41628", "issue:42548", "issue:42757", - "issue:43010", - "issue:43232", "issue:43299", "issue:43352", "issue:43475", "issue:43502", + "issue:43525", "issue:43576", + "issue:43673", "issue:43824", "issue:43827", - "issue:43874", + "issue:43867", "issue:43901", "issue:44038", "issue:44222", @@ -18704,8 +18988,8 @@ "issue:44355", "issue:44360", "issue:44485", + "issue:44492", "issue:44556", - "issue:44749", "issue:44961", "issue:45071", "issue:45125", @@ -18724,280 +19008,259 @@ "issue:47110" ], "soft_pairs": [ - "issue:43874|issue:46617", - "issue:45850|issue:47110", - "issue:30333|issue:33453", - "issue:30990|issue:31795", - "issue:44355|issue:44749", - "issue:43010|issue:43232", "issue:46664|issue:46726", - "issue:43502|issue:44222", "issue:43299|issue:44556", + "issue:43502|issue:44222", "issue:30333|issue:36296", "issue:29870|issue:31795", "issue:43827|issue:44961", "issue:33453|issue:34689", - "issue:41628|issue:42548", - "issue:44222|issue:44230", "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:41628|issue:42548", "issue:43502|issue:44961", "issue:44355|issue:45071", "issue:43576|issue:45071", "issue:43576|issue:43824", - "issue:43576|issue:47059", "issue:42757|issue:43576", - "issue:44038|issue:45125", + "issue:43576|issue:47059", "issue:31795|issue:38617", + "issue:44038|issue:45125", "issue:36296|issue:43901", "issue:43475|issue:46617", "issue:44351|issue:46617", "issue:44315|issue:44360", "issue:44230|issue:46095", "issue:45375|issue:47110", - "issue:44485|issue:44961", "issue:45362|issue:45850", + "issue:44485|issue:44961", "issue:44961|issue:45468", + "issue:43525|issue:47110", + "issue:43673|issue:44492", "issue:44315|issue:46209", - "issue:43352|issue:44961" + "issue:43352|issue:44961", + "issue:43867|issue:47110" ], - "prepared_review_unit_hash": "8d7f5f741a35e7ba09d4de594ffd8d12bfc4f18fbdf57d4bc42106378636b137", + "prepared_review_unit_hash": "70b21aa9a0d81be23c1ac3f3edc0e4d2f8aa9015dfe44a2de44eb9f142cab2ba", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37721, - "estimated_input_tokens": 9431, - "estimated_eval_tokens": 19118 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36087, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: import/export regressions, model-loading failures, generation bugs, docs issues, CLI breakage, and model-family-specific gaps. None of the soft pairs look like the same concrete bug or change, so I would keep them separate.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 45850 is the broadest version-regression report in the set, so it is the closest thing to a cluster umbrella for several v5 breakage complaints.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, import errors, model-loading failures, and docs/CLI issues. The soft-similarity links are mostly false positives; none look like the same concrete bug/change. If one issue must represent the cluster, the broad v5-breakage complaint is the closest umbrella.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the shared \u2018v5 breaks many models\u2019 theme, but it is still too generic to be a true duplicate target for the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45850 is the most representative high-level complaint about widespread breakage after v5, but only as a loose umbrella, not a true duplicate target.", + "best_issue_reason": "issue:45850 is the best cluster representative because it captures the cross-cutting version-5 regression theme better than the more specific model/import/CLI bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43874", - "right": "issue:46617", - "accept": false, - "reason": "One is a missing image-processor method causing multimodal token counting to fail; the other is a cache/trust_remote_code FileNotFoundError during model loading." - }, - { - "left": "issue:45850", - "right": "issue:47110", - "accept": false, - "reason": "Broad v5 breakage report vs a specific special_tokens list/dict type error; too different in concrete failure mode." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to a tokenizer-loading regression." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Stuck loading sentence-transformers vs documentation confusion about input_ids/past_key_values; one is runtime behavior, the other docs." - }, - { - "left": "issue:44355", - "right": "issue:44749", - "accept": false, - "reason": "Compiled Python file errors are not the same as a post-upgrade data-filtering slowdown." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Both are generation internals, but one is about Cache/Layer update decoration and the other about _update_model_kwargs_for_generation after sync_gpus." - }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Inconsistent num_frames semantics in SmolVLM is different from AutoProcessor failing when a vision backend is missing." + "reason": "Different bugs: video processor frame-count semantics vs missing-vision-backend image processor error." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "local_files_only still making API requests is unrelated to FP8 save_pretrained behavior for moe models." + "reason": "Both are v5 loading regressions, but they affect different model families and failure modes; too broad to merge." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Qwen3VL MoE loading regression and generic checkpoint reload failures after upgrade are different model/version problems." + "reason": "Local-files-only network access bug is unrelated to FP8 MoE save_pretrained behavior." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "Failed-training MLFlow reporting is unrelated to tensor parallel training behavior." + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training failures." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "A BART generate() UnboundLocalError is not the same as confusing forward docs." + "reason": "Runtime UnboundLocalError in generate() is unrelated to forward documentation confusion." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() after v5 removals has nothing to do with the 'racoon' issue." + "reason": "Docs referencing pipeline() and an unrelated placeholder issue are not the same underlying bug." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both involve loading regressions, but one is tokenizer loading and the other is model loading for a specific Llama Vision model." + "reason": "Both mention loading regressions, but they concern different code paths and model families; no concrete duplicate evidence." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:46143", + "right": "issue:46144", "accept": false, - "reason": "Missing AutoImageProcessor and missing PreTrainedModel are separate import/export regressions for different symbols." + "reason": "Closely related RoFormer issues, but one is kwargs propagation and the other is attention-interface usage; not the same exact bug." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "One is FP8 save_pretrained for moe; the other is FP8 inference support for Qwen3-VL/Qwen3.5 MoE." + "reason": "Both are FP8/MoE-related, but one is save_pretrained and the other is inference support." }, { - "left": "issue:46143", - "right": "issue:46144", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Passing kwargs through RoFormer methods and not using the attention interface are related but distinct code-path issues." + "reason": "Different missing symbols with no indication of the same export breakage." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "API calls despite local_files_only and an unrelated placeholder issue are not the same bug." + "reason": "Local-files-only network leakage is unrelated to the unrelated placeholder issue." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file execution errors are unrelated to PretrainedConfig type-checking breakage." + "reason": "Compiled-file execution errors are not the same as PretrainedConfig type-checking regressions." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken transformers env CLI and PretrainedConfig type checking are different regressions in different surfaces." + "reason": "CLI env command breakage is unrelated to PretrainedConfig typing." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env command breakage is not the same as Qwen2_5_VLForConditionalGeneration import failure." - }, - { - "left": "issue:43576", - "right": "issue:47059", - "accept": false, - "reason": "Both touch CLI tooling, but one is transformers env and the other is a huggingface_hub typer incompatibility." + "reason": "CLI env breakage and missing Qwen2.5-VL export are different code paths." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing is_offline_mode import from huggingface_hub is unrelated to the transformers env command failure." + "reason": "huggingface_hub import failure is not the same as the transformers env CLI regression." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:43576", + "right": "issue:47059", "accept": false, - "reason": "General v5/Qwen3-VL-Moe breakage and missing _tp_plan for Qwen3_5MoeForConditionalGeneration are not the same concrete failure." + "reason": "Both involve CLI-ish behavior, but one is a transformers env command issue and the other is a huggingface_hub completion API mismatch." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Confusing forward docs and an ImportError for layer_type_validation are unrelated." + "reason": "Docs confusion around forward arguments is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen3 MoE, but one is a broad model-loading bug and the other is missing tensor-parallel plan metadata." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug and TextClassificationPipeline docs mentioning return_all_scores are different issues." + "reason": "Tensor-parallel training bug and text-classification docs mismatch are unrelated." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 Video missing fpn_position_embeddings and trust_remote_code cache FileNotFoundError affect different model-loading paths." + "reason": "SAM3 vision output attribute error is unrelated to trust_remote_code cache loading." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "Missing HybridCache import is a symbol-export problem, not a cache file loading failure." + "reason": "Missing exported symbol and cache FileNotFoundError are different failure modes." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application with model_init is unrelated to the DSA indexer lacking a ReLU." + "reason": "Liger Kernel/model_init issue is unrelated to the DSA indexer/ReLU discussion." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support for Qwen models is not the same as asking for a weight conversion script for DeepSeekV4." + "reason": "FP8 inference support and weight-conversion-script question are not the same bug." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "Missing Qwen3_5MoeVisionConfig field due to @strict is unrelated to a special_tokens list/dict attribute error." + "reason": "Missing config field in Qwen3.5-MoE vision is unrelated to special_tokens being a list instead of a dict." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the placeholder 'racoon' issue." + "reason": "Qwen3.5-35B chat crash is a specific model bug, while the other is a broad meta-complaint about v5 breakage." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Qwen3.5-35B chat crash is a specific model/runtime bug, while 45850 is a broad complaint about many models breaking." + "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue do not match." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "'racoon' has no meaningful evidence of being the Gemma-4 audio positional encoding bug." + "reason": "No relation between the placeholder issue and Gemma-4 audio positional encoding." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to special_tokens handling." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to a cache-strategy typo." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel not applied with model_init and FP8 inference failure on B200 are different implementation areas." + "reason": "Liger Kernel application and FP8 inference on B200 are different performance/compatibility issues." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Nemotron Flash Attention 2.0 support error is unrelated to the placeholder issue." + "reason": "Nemotron Flash Attention support and an unrelated placeholder issue are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict sorting load error is unrelated to special_tokens keys/list mismatch." } ] }, @@ -19012,27 +19275,26 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 62, - "review_unit_count": 64, + "review_unit_index": 63, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "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:43867", "issue:43976", "issue:44077", "issue:44246", @@ -19041,6 +19303,7 @@ "issue:44297", "issue:44315", "issue:44351", + "issue:44360", "issue:44393", "issue:44466", "issue:44485", @@ -19049,14 +19312,15 @@ "issue:44623", "issue:44655", "issue:44704", + "issue:44829", "issue:44861", "issue:44908", "issue:45003", "issue:45071", - "issue:45092", "issue:45230", "issue:45341", "issue:45381", + "issue:45468", "issue:45542", "issue:45753", "issue:45850", @@ -19064,15 +19328,12 @@ "issue:46172", "issue:46218", "issue:46328", + "issue:46655", "issue:46664", "issue:47059", - "issue:47110", "issue:47176" ], "soft_pairs": [ - "issue:43525|issue:47110", - "issue:43673|issue:44492", - "issue:43867|issue:47110", "issue:44273|issue:45542", "issue:44485|issue:46664", "issue:44623|issue:45230", @@ -19085,299 +19346,303 @@ "issue:43572|issue:45850", "issue:44466|issue:44556", "issue:44077|issue:44861", - "issue:44556|issue:45092", + "issue:43576|issue:44556", "issue:42371|issue:44492", "issue:45850|issue:47059", - "issue:44246|issue:44273", "issue:44492|issue:45850", + "issue:44246|issue:44273", "issue:43408|issue:44315", "issue:41669|issue:46218", - "issue:42890|issue:44908", "issue:44492|issue:46328", + "issue:42890|issue:44908", "issue:43976|issue:44393", "issue:44295|issue:45230", - "issue:43352|issue:44393", - "issue:44704|issue:44908", "issue:44297|issue:45230", + "issue:44704|issue:44908", "issue:43576|issue:44908", "issue:43576|issue:47176", "issue:44908|issue:45071", - "issue:44655|issue:44861", "issue:41669|issue:45341", + "issue:44655|issue:44861", "issue:41669|issue:44351", "issue:43976|issue:46218", "issue:31795|issue:33453", "issue:43976|issue:47176", - "issue:46018|issue:46172" + "issue:46018|issue:46172", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43576|issue:44273" ], - "prepared_review_unit_hash": "949474b22497d49b319321bb5ef356a64b056f7d7872f50ff1b492b13ee3c475", + "prepared_review_unit_hash": "94abee4a01b43082aa2136d005f3a5cf6ddef7596c169e9bdc25a7d036108d18", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 39, - "serialized_chars": 38179, - "estimated_input_tokens": 9545, - "estimated_eval_tokens": 19346 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39090, + "estimated_input_tokens": 9773, + "estimated_eval_tokens": 19802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose semantic cluster around Transformers v5 regressions, loading/import/lazy-loading issues, and assorted model/config bugs, but the soft links are mostly not true duplicates.", - "confidence": 0.3, - "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and best matches the shared \"v5 breaks things\" theme, even though it is still too vague to be a strong duplicate anchor.", + "summary": "This cluster is not a true duplicate set; it mixes many unrelated v5-era regressions, model-specific bugs, CLI/import issues, and test failures. The only commonality is very broad \"Transformers 5.x is broken\" sentiment, not a single underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "If forced to pick one anchor, issue 45850 is the broadest umbrella for the shared v5-breakage theme, but it is too generic to be a clean canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most representative issue for this heterogeneous cluster because it captures the overall regression theme better than the narrower bug reports.", + "best_issue_reason": "Issue 45850 is the best available representative of the loose cluster theme because it is the most general report of widespread v5 regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43525", - "right": "issue:47110", - "accept": false, - "reason": "Different bugs: missing `pad_token_id` on `Llama4Config` vs `special_tokens` being a list instead of a dict." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Chunked prefill cache regression is unrelated to a typo in cache strategy wording." - }, - { - "left": "issue:43867", - "right": "issue:47110", - "accept": false, - "reason": "State-dict loading failure is not the same as the `special_tokens` attribute error." - }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy-loading/import behavior and a TensorFlow backend detection error are different failures." + "reason": "Lazy-loading/import behavior vs TensorBoard-without-TF backend error; different bugs." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "RoPE implementation for GLM-5 and video `num_frames` semantics are unrelated." + "reason": "GLM-5 RoPE math issue vs SmolVLM video-frame meaning/padding issue; unrelated models and code paths." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor save files is too specific to merge with a generic bug report." + "reason": "Specific processor save_pretrained file omission vs an unspecified bug report." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Both touch loading paths, but one is lazy loading and the other is unsafe `sys.modules` access." + "reason": "Lazy loading performance/correctness vs unsafe sys.modules access in modeling_utils; different failures." }, { "left": "issue:45381", "right": "issue:46664", "accept": false, - "reason": "Both involve video inputs, but one is `vision_position_ids` and the other is `num_frames` meaning." + "reason": "Qwen2.5-VL vision_position_ids bug vs SmolVLM video processor padding/num_frames bug." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup/performance and chunked-prefill cache missing are different code paths." + "reason": "Import-star performance regression vs GenerationMixin cache missing during chunked_prefill; not the same defect." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "A specific config attribute bug is not the same as a broad v5 regression complaint." + "reason": "Missing pad_token_id in Llama4Config is specific; 45850 is only a broad umbrella complaint." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Different models and symptoms: 2D bbox output errors vs an infinite loop on a specific image." + "reason": "Different Qwen3-VL issues: 2D box output error vs infinite loop on a specific image." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Model output bug and `PretrainedConfig` type-checking regression are unrelated." + "reason": "Model-specific output bug vs global PretrainedConfig type-checking regression." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "Missing `pad_token_idx` in one config is narrower than the broad v5 breakage report." + "reason": "StableLmConfig pad_token_idx regression is distinct from a generic v5 breakage report." }, { "left": "issue:44466", "right": "issue:44556", "accept": false, - "reason": "Inconsistent tied-weight serialization is not the same bug as checkpoint reload compatibility." + "reason": "Serialization of tied weights depends on device vs checkpoint reload failure after upgrade; related area but different bug." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional `post_init` policy and `_tied_weights_keys` list handling are different issues." + "reason": "PatchTSMixer post_init policy issue vs AttributeError in tied-weight-key handling; different code paths." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Both are v5 compatibility complaints, but they affect different checkpoint/init paths." + "reason": "Broken transformers env CLI vs checkpoint reload incompatibility; not the same underlying issue." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and cache-strategy typo are unrelated." + "reason": "TF32 API migration guidance vs a typo in cache strategies; unrelated." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Broad model breakage in v5 is not the same as a CLI failure with `huggingface_hub` 1.22.0." + "reason": "Generic v5 breakage complaint vs HF Hub CLI completion attribute error in tests." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "Import slowdowns overlap with lazy loading conceptually, but the reported defects are not the same concrete bug." + "reason": "Documentation typo vs broad version-breakage umbrella." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "A typo in cache strategies does not match the broad v5 regression umbrella." + "reason": "Import slowness vs lazy loading malfunction; could be adjacent, but not clearly the same bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "SAM3 model-type warning and Liger Kernel not applying under `model_init` are unrelated." + "reason": "Sam3 model-type warning vs Liger Kernel not applied with model_init; distinct problems." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Both concern imports, but import-star cleanup/perf is not the same as a missing model import." + "reason": "Import-time performance from import * vs missing Qwen3_5 symbol export/import failure." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "Seed-related flaky tests and scheduler kwargs being ignored are different problems." + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Cache-strategy typo and `SequenceFeatureExtractor.pad` conversion overhead are unrelated." + "reason": "Test flakiness from missing seed vs inverse_sqrt scheduler ignoring kwargs; different subsystems." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version incompatibility and Qwen3-VL bbox output errors are different regressions." + "reason": "Python-version compatibility regression vs Qwen3-VL box-output bug." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "A specific `position_ids` buffer read error is not the same as a generic bug report." + "reason": "position_ids buffer access error vs generic bug report." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Flash-Attention support missing and Qwen3-VL bbox hallucination are unrelated." + "reason": "tokenizer_class mismatch in saved config vs generic bug report." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Both mention kwargs, but one is processor loading and the other is scheduler configuration." + "reason": "AutoProcessor kwargs propagation vs scheduler kwargs handling; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage vs scheduler timescale bug." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Broken env command vs command-substitution allowlist bypass; different security/CLI issues." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-star cleanup/performance and a `testing_utils.py` bug are different layers." + "reason": "Import performance regression vs a small testing_utils bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue vs tied-weight-key AttributeError; different save/export paths." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "`import *` usage removal and `HybridCache` import failure are not the same defect." + "reason": "Import-star slowdown vs missing HybridCache export/import; not the same defect." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python-version support bug and missing `Qwen3_5ForCausalLM` import are unrelated." - }, - { - "left": "issue:44295", - "right": "issue:45230", - "accept": false, - "reason": "The `position_ids` buffer issue is not the same as a generic bug placeholder." + "reason": "Python support regression vs missing Qwen3_5ForCausalLM import." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "`transformers env` command breakage and inverse-sqrt scheduler kwargs are unrelated." + "reason": "Documentation confusion about forward args vs tokenizer loading regression." }, { - "left": "issue:43576", + "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "A broken CLI command and a shell-operator allowlist bypass are different security/CLI issues." + "reason": "Python-version compatibility vs shell-operator allowlist bypass." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:46018", + "right": "issue:46172", "accept": false, - "reason": "Scheduler kwargs handling and `PretrainedConfig` type checking are different bugs." + "reason": "DeepSeek-V4 gating logic vs tensor transpose bug; not the same change." }, { - "left": "issue:44655", - "right": "issue:44861", + "left": "issue:43519", + "right": "issue:46655", "accept": false, - "reason": "Saving pipeline objects and tied-weight-key lookup are unrelated save/load paths." + "reason": "Qwen3VL timestamp calculation vs SmolVLM video padding calculation." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Import-star performance cleanup is not the same as a testing utility bug." + "reason": "Liger Kernel application bug vs flash_attention_3 training degeneration; different mechanisms." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44485", + "right": "issue:47176", "accept": false, - "reason": "These are both import-related, but they are not the same code-path failure." + "reason": "RoPE implementation issue vs shell command substitution security bypass." }, { - "left": "issue:43976", - "right": "issue:46218", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Python 3.9/3.10 support mismatch is not the same as missing `Qwen3_5ForCausalLM`." + "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding bug." }, { - "left": "issue:46018", - "right": "issue:46172", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Both are DeepSeek-V4 related, but one is shared-expert gating and the other is a tensor transpose/dtype bug." + "reason": "Broken env CLI vs lazy loading malfunction; adjacent v5 complaints but not one bug." } ] }, @@ -19392,14 +19657,14 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 63, - "review_unit_count": 64, + "review_unit_index": 64, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ "issue:28348", "issue:29870", @@ -19407,6 +19672,7 @@ "issue:31515", "issue:31795", "issue:34689", + "issue:36296", "issue:38617", "issue:41669", "issue:42371", @@ -19420,17 +19686,15 @@ "issue:43606", "issue:43618", "issue:43704", + "issue:43717", "issue:43976", "issue:44230", "issue:44263", "issue:44273", - "issue:44315", "issue:44351", - "issue:44360", "issue:44485", "issue:44492", "issue:44623", - "issue:44829", "issue:44861", "issue:44908", "issue:44998", @@ -19442,8 +19706,8 @@ "issue:45468", "issue:45850", "issue:46095", + "issue:46144", "issue:46218", - "issue:46655", "issue:46894", "issue:47059", "issue:47110", @@ -19451,11 +19715,6 @@ "issue:47177" ], "soft_pairs": [ - "issue:43519|issue:46655", - "issue:44315|issue:44829", - "issue:44485|issue:47176", - "issue:44360|issue:45468", - "issue:43576|issue:44273", "issue:43298|issue:46095", "issue:45468|issue:46894", "issue:45230|issue:45310", @@ -19468,10 +19727,10 @@ "issue:43576|issue:46218", "issue:41669|issue:43704", "issue:44485|issue:45468", + "issue:44861|issue:47110", "issue:45850|issue:47177", "issue:45850|issue:47176", "issue:43704|issue:44485", - "issue:44861|issue:47110", "issue:42371|issue:43704", "issue:43352|issue:47177", "issue:43502|issue:43519", @@ -19496,312 +19755,310 @@ "issue:31515|issue:38617", "issue:44230|issue:45310", "issue:29870|issue:31515", - "issue:30333|issue:31515" + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230", + "issue:43717|issue:46144" ], - "prepared_review_unit_hash": "965b3e779ef3e5ff8ee391a6bc6cb4fae1cc28266c4837bf3b4270971aeb69c6", + "prepared_review_unit_hash": "36f11f9aac67352be2e15b62b89ab192ed723469e12e2bebd4bfed47c182a1f3", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 46, - "serialized_chars": 40773, - "estimated_input_tokens": 10194, - "estimated_eval_tokens": 20644 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 45, + "serialized_chars": 39769, + "estimated_input_tokens": 9943, + "estimated_eval_tokens": 20142 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated bugs, regressions, and feature requests. The soft pairs share only broad vocabulary (e.g. tokenizer, flash attention, model loading) but not the same concrete code-path or change, so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The cluster is highly heterogeneous: most pairs are only loosely similar by vocabulary and refer to different models, code paths, or even unrelated subsystems. I found no safe duplicate merges.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is safe here; the items span unrelated topics (flash-attention, tokenizer v5, loading, CLI, security, training, audio, etc.), so the apparent matches are mostly surface-level.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No issue is globally representative enough to anchor deduping. If forced, the broadest titles are still too vague to be reliable canonicals.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43519", - "right": "issue:46655", - "accept": false, - "reason": "Both are processor-calculation bugs, but they affect different models and different logic paths (timestamp vs padding)." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "Different issues: model_init not applying Liger Kernel vs flash_attention_3 causing degenerate training." - }, - { - "left": "issue:44485", - "right": "issue:47176", - "accept": false, - "reason": "Completely different areas: RoPE implementation vs shell command allowlist bypass security bug." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "Unrelated model-specific issues; DSA indexer/ReLU has no clear overlap with Gemma-4 audio positional encoding." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "Both mention v5 behavior, but one is the env command and the other is lazy loading; not the same bug." - }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Different topics entirely: continuous batching for audio models vs a DeepSeekV4 weight-conversion question." + "reason": "Audio continuous batching support vs a from_pretrained weight-conversion question; unrelated request types." }, { "left": "issue:45468", "right": "issue:46894", "accept": false, - "reason": "Both are audio-model issues, but they describe different failures in different models/code paths." + "reason": "Both mention audio, but one is Gemma-4 positional encoding and the other is a CohereASR training-loss shift bug; different code paths." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 Moe from_pretrained regression; not enough evidence they are the same issue." + "reason": "Generic placeholder bug report vs a specific Qwen3.5 MoE from_pretrained error; not the same issue." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Version/Python compatibility issue vs a tar/zip-slip RCE security bug; unrelated." + "reason": "Python version compatibility issue vs a shell-command injection/security bug; unrelated." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different subsystems: Qwen3VL processor timestamp math vs GLM-5 RoPE implementation." + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different models and bugs." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation and command-substitution security bypass are unrelated." + "reason": "RoPE implementation bug vs command-substitution allowlist bypass; unrelated." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading regression and inverse_sqrt scheduler kwargs handling are different bugs." + "reason": "Lazy loading failure vs inverse_sqrt scheduler kwargs handling; unrelated subsystems." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp calculation has no overlap with scheduler kwargs handling." + "reason": "Processor timestamp math vs scheduler kwargs plumbing; no shared underlying bug." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to a Llama 3.2 Vision model-loading breakage." + "reason": "Documentation confusion in forward args vs a Llama 3.2 model-loading regression; different problems." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken env command and missing Qwen3_5ForCausalLM import are different failures." + "reason": "Broken env CLI command vs import failure for a model class; unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star performance issue and Qwen3 VRAM leak are unrelated." + "reason": "Import-star cleanup/performance issue vs VRAM leak in multithreaded dataloading; unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model implementations and different bugs (RoPE vs audio positional encoding)." + "reason": "Both are model-specific positional/attention work, but for different models and implementations; not the same bug." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weights helper crash vs special_tokens dict/list misuse; unrelated." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad complaint about v5 breakage is not the same as a file-write/RCE security issue." + "reason": "Broad version-breakage complaint vs tar/zip slip RCE; unrelated." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "Generic v5 regression report is unrelated to shell-operator allowlist bypass." + "reason": "Broad version-breakage complaint vs shell-operator allowlist bypass; unrelated." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to GLM-5 RoPE implementation." - }, - { - "left": "issue:44861", - "right": "issue:47110", - "accept": false, - "reason": "Both involve attribute/type errors, but on different objects and different code paths." + "reason": "VRAM leak in threaded dataloaders vs GLM-5 RoPE implementation; different code paths." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 behavior settings and VRAM leakage are unrelated." + "reason": "TF32 settings API guidance vs VRAM leak bug; unrelated." }, { "left": "issue:43352", "right": "issue:47177", "accept": false, - "reason": "Flash Attention 2 support for NemotronH and a zip-slip RCE are unrelated." + "reason": "Flash-Attention support gap for Nemotron vs a filesystem-to-RCE security issue; unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network requests and Qwen3VL timestamp calculation are unrelated." + "reason": "local_files_only network regression vs Qwen3VL timestamp bug; unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are different bugs." + "reason": "CPU-offload device mismatch for suno/bark-small vs Gemma-4 audio positional encoding; both audio-adjacent but different failures." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is a broad regression report and the other is a specific decoder-type issue." + "reason": "Both are tokenizer v5 complaints, but one is generic behavior drift and the other is a specific decoder-type bug; too broad to merge." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Generic v5 breakage does not match the specific Qwen3_5ForCausalLM import failure." + "reason": "General 'v5 breaks many models' complaint vs a specific import failure; not the same underlying issue." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp bug and missing processor save_pretrained files are unrelated." + "reason": "Processor timestamp calculation vs missing files on save_pretrained; unrelated processor bugs." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior and Gemma-4 audio positional encoding are unrelated." + "reason": "torch.split return handling in a MoE indexer vs Gemma-4 audio positional encoding; unrelated." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Different attribute errors in different components: tied-weights helper vs CLI compatibility with huggingface_hub." + "reason": "Tied-weight-key crash vs CLI test failure with huggingface_hub; unrelated." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to a testing_utils bug." + "reason": "VRAM leak bug vs a testing_utils issue; unrelated." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2 support for NemotronH is unrelated to a Qwen3_5 import failure." + "reason": "Flash-Attention support request vs import failure for Qwen3_5ForCausalLM; unrelated." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import problems, but they concern different symbols and likely different causes." + "reason": "Different import errors for different symbols; no shared root cause established." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "One is a GPT2LMHeadModel-specific request; the other is a generic Flash Attention 2.0 issue." + "reason": "GPT2LMHeadModel-specific Flash Attention 2.0 support request vs a generic Flash Attention 2.0 issue title; too little evidence they are the same bug/change." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key handling and apply_chat_template tool-call crashes are unrelated." + "reason": "Tied-weights helper crash vs chat-template crash on tool-call messages; different code paths." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling has no relation to the unrelated 'Unemployment' issue." + "reason": "Scheduler kwargs bug vs an unrelated placeholder 'Unemployment' issue." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Completely unrelated." + "reason": "Completely unrelated placeholder issue vs a security vulnerability." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Completely unrelated." + "reason": "Completely unrelated placeholder issue vs a shell-operator bypass vulnerability." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "A cache-strategy typo is unrelated to the unrelated 'Unemployment' issue." + "reason": "Typo in cache strategies vs unrelated placeholder issue." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request for Qwen3-VL/Qwen3.5 MoE is unrelated to processor save_pretrained missing files." + "reason": "FP8 model support request vs missing files in processor.save_pretrained; unrelated." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different models and are separate support requests." + "reason": "Both concern Flash Attention 2.0 support, but for different models and likely different implementation gaps; not clearly the same fix." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the unrelated 'Unemployment' issue." + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and a missing configuration_utils import are unrelated." + "reason": "Slow from_pretrained loading vs an ImportError for layer_type_validation; unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is FP8 support and the other is a from_pretrained regression; not clearly the same bug." + "reason": "One is FP8 support for Qwen3-VL/Qwen3.5 MoE, the other is a from_pretrained regression; not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder_attention_mask error vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training vs slow from_pretrained loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance problem loading checkpoints vs documentation confusion about forward inputs; unrelated." }, { - "left": "issue:29870", - "right": "issue:31515", + "left": "issue:43298", + "right": "issue:44230", "accept": false, - "reason": "BART generate() decoder_attention_mask bug is unrelated to slow from_pretrained loading." + "reason": "Continuous batching audio-model support vs FP8 support request; different features." }, { - "left": "issue:30333", - "right": "issue:31515", + "left": "issue:43717", + "right": "issue:46144", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to checkpoint loading performance." + "reason": "Mamba init_weights usage vs RoFormer attention interface; unrelated model internals." } ] }, @@ -19816,35 +20073,25 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 64, - "review_unit_count": 64, + "review_unit_index": 65, + "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-525", + "cluster_id": "cluster-10000-528", "nodes": [ - "issue:31515", - "issue:31795", - "issue:36296", "issue:37934", "issue:42936", "issue:43240", - "issue:43298", "issue:43668", - "issue:43717", "issue:43813", "issue:44031", - "issue:44230", "issue:46018", "issue:46144" ], "soft_pairs": [ - "issue:31515|issue:36296", - "issue:31515|issue:31795", - "issue:43298|issue:44230", - "issue:43717|issue:46144", "issue:42936|issue:46018", "issue:43668|issue:44031", "issue:42936|issue:43240", @@ -19857,124 +20104,100 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "fb5073965355739dbde55c8b0cc1b2506f4af02754795cd206657d465ad9251d", + "prepared_review_unit_hash": "137f4f87c0ef24e94e3ec04d11e1f8d3bdef013d00888167f256d9a253af98fb", "component_budget": { - "node_count": 525, - "item_count": 525, - "soft_pair_count": 1936, - "serialized_chars": 1003581, - "estimated_input_tokens": 250896, - "estimated_eval_tokens": 502048 + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 }, "budget": { - "node_count": 14, - "item_count": 14, - "soft_pair_count": 15, - "serialized_chars": 12261, - "estimated_input_tokens": 3066, - "estimated_eval_tokens": 6388 + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7774, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues cover unrelated bugs, docs, type hints, model-specific behavior, and tokenizer warnings. None of the soft pairs look like the same underlying problem, so no duplicate consolidation is justified.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "These issues are not duplicates; they cover unrelated bugs and cleanup across different models/components (norms, tokenizers, loss kwargs, config typing, quantization typo, MoE gating, and attention plumbing). The cluster looks like loose semantic similarity rather than one underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits this cluster because the topics are unrelated; if forced, issue 42936 is one of the more concrete bug reports, but it does not represent the rest.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good cluster representative; the items are unrelated and do not share one concrete code path or fix.", + "best_issue_reason": "Issue 42936 is the most concrete standalone bug report in the set, but it is not a good global representative because the other issues are on different code paths and model families.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:31515", - "right": "issue:36296", - "accept": false, - "reason": "Checkpoint loading slowdown and tensor-parallel training bugs are different failure modes in different code paths." - }, - { - "left": "issue:31515", - "right": "issue:31795", - "accept": false, - "reason": "A performance issue in from_pretrained is unrelated to documentation confusion around input_ids and past_key_values." - }, - { - "left": "issue:43298", - "right": "issue:44230", - "accept": false, - "reason": "Continuous batching support for audio models and fp8 inference support for Qwen VL/MoE are distinct feature gaps." - }, - { - "left": "issue:43717", - "right": "issue:46144", - "accept": false, - "reason": "Init-weights behavior in Mamba/Mamba-2 is not the same as RoFormer attention not using the attention interface." - }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model bugs." + "reason": "Different model bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating. No shared code path or same fix." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A config type-hint typo is not the same as tokenizer regex warning behavior after a version bump." + "reason": "Config type-hint typo vs tokenizer regex warning regression. These are unrelated maintenance/behavior issues." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Unused ignore_value in Mask2Former and missing kwargs propagation to loss calculation are separate issues." + "reason": "Mask2Former ignore_value usage and loss-function kwargs plumbing are separate bugs in different parts of the training stack." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss-function kwargs forwarding does not match a RoFormer attention-interface implementation bug." + "reason": "Loss kwargs not forwarded vs RoFormer attention interface usage. Distinct subsystems and fixes." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss parameter usage and tokenizer warning regressions are different subsystems and fixes." + "reason": "Model-specific ignore_value bug is unrelated to a global tokenizer warning after a version bump." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These concern different models and different logic: loss masking versus attention dispatch." + "reason": "Mask2Former loss masking issue and RoFormer attention interface issue are unrelated model implementations." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "An unused model field and a typo in a quantization attribute name are not the same bug." + "reason": "A Mask2Former runtime bug and a quantization attribute typo are not the same underlying problem." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hints in ModernBERTConfig are unrelated to a quantization-operation typo." + "reason": "ModernBERT config type annotation error vs a quantization typo; both are typos but in different symbols and code paths." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Missing kwargs in loss calculation and a config annotation mistake do not share a code path." + "reason": "Loss-kwargs forwarding bug is unrelated to a config type-hint mistake." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "A question about RMS norm semantics is unrelated to a type-hint correctness issue." + "reason": "RMS norm implementation question vs ModernBERT norm_eps type hint; different models and different defects." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing are unrelated and would not be fixed together." + "reason": "Mask2Former ignore_value bug and ModernBERT config typing issue do not share the same code path or fix." } ] }, @@ -20007,12 +20230,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "d6348f97b82bc51039cd9afb2d56a1daaf61b94cb5d7a1096d1018deab0cd6e9", + "prepared_review_unit_hash": "946ba167013f470c5dc3c45fde6562de8455f3013656143f27e597fe1a2573c5", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2876, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -20020,7 +20243,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, + "serialized_chars": 2876, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -20029,30 +20252,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated issue requests touching different features: tokenization truncation behavior, learning-rate scheduling functionality, and Wav2Vec2 word time offsets. The soft similarities are superficial and do not indicate the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These three issues are about unrelated topics: tokenizer truncation behavior, a ReduceLROnPlateau-style training feature, and Wav2Vec2 word time offsets. None looks like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue among these: the cluster is not a duplicate set, and the issues describe distinct feature requests/problems.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete and self-contained report, but it is still unrelated to the other two and should not be treated as their duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different feature areas and problem statements: truncation direction vs Wav2Vec2 alignment/time offsets." + "reason": "Different domains and requested behavior: truncation strategy vs Wav2Vec2 word boundary timing." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Unrelated requests: truncation option for tokenization vs ReduceLROnPlateau-like scheduler behavior." + "reason": "Completely different feature requests: text truncation option vs learning-rate scheduler functionality." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "No shared code-path or concrete bug; one asks for scheduler functionality, the other for Wav2Vec2 word boundaries." + "reason": "No shared bug/change path; one is about training scheduler behavior, the other about extracting word offsets from speech models." } ] }, @@ -20084,7 +20307,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "790b4d82a76f338aeb4a8e008448ef2528842cd6a33946a4a7c9e86dcf497eb5", + "prepared_review_unit_hash": "b90dd86c7dcec97ff7e399dc76320e66b2418c49f3948fad111074e71b8fcdb0", "component_budget": { "node_count": 3, "item_count": 3, @@ -20106,24 +20329,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates overall: one is about Tapas tokenization mismatching TensorFlow, one is about an authentication-related download error, and one is a generic model-loading failure for bert-base-uncased. The only partial thematic overlap is around model loading, but the concrete failures differ.", - "confidence": 0.92, - "canonical_issue_reason": "issue:16618 is the broadest and most central user-facing failure in the set, describing a concrete inability to load a model. The other issues are more specific and unrelated to its root cause.", + "summary": "The three issues are only loosely related by model loading/tokenization in Transformers, but they do not appear to describe the same underlying bug. Issue #16618 is the broadest model-loading report, while #15980 is an auth/error-message case and #13244 is a TAPAS tokenization discrepancy.", + "confidence": 0.79, + "canonical_issue_reason": "#16618 is the most general and central issue in the set, describing a concrete model-loading failure rather than a narrower symptom like error messaging or tokenizer mismatch.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the best representative issue because it captures the main model-loading failure pattern and is the most generally phrased bug report among the three.", + "best_issue_reason": "#16618 is the best representative because it is the broadest and most directly about model loading, but the cluster is not strong enough to treat the others as duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problems: Tapas tokenization parity vs. a general bert-base-uncased load failure. No evidence they share the same code path or root cause." + "reason": "These concern different problems: TAPAS tokenization mismatch versus a model loading failure for bert-base-uncased. Shared NLP/model context is too broad to indicate the same bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Authentication/download error for private models is distinct from a generic inability to load bert-base-uncased. They may both involve loading, but not the same underlying bug." + "reason": "Both mention downloading/loading models, but one is specifically about a bad error message for private models without login, while the other is a generic failure to load bert-base-uncased. Different underlying issue." } ] }, @@ -20153,12 +20376,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "1200e729783c7cc4592fbbcfe46b85317a8172e4fede72240bdb03830501f223", + "prepared_review_unit_hash": "658b63e3247bd15d36afd8eadf8db9de89bf8dcc3b95bfd64c990dccb2128831", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -20166,7 +20389,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -20175,18 +20398,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different feature-request issues in the same general area of model/runtime support, but they target separate capabilities: Flash Attention 2 vs GGUF. They should not be deduplicated.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the requests are for different architectures/features and do not describe the same underlying problem.", + "summary": "These are two unrelated community feature requests: one for Flash Attention 2 support and one for GGUF support across more architectures. They share only broad implementation-tracking similarity, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #33260 is the better representative only because it has more inbound references and newer discussion, but it is still not a duplicate of #26350.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests and code paths: Flash Attention 2 support vs GGUF support. Same broad theme, but not the same underlying bug/change." + "reason": "Different requested capabilities and code paths (Flash Attention 2 vs GGUF architecture support); not the same bug or change." } ] }, @@ -20227,8 +20450,8 @@ "issue:27088|issue:43834", "issue:27088|issue:47299", "issue:27088|issue:38435", - "issue:28936|issue:43834", "issue:27088|issue:28936", + "issue:28936|issue:43834", "issue:28936|issue:44365", "issue:28936|issue:38435", "issue:28936|issue:44370", @@ -20258,251 +20481,272 @@ "issue:46226|issue:47299", "issue:46931|issue:47299" ], - "prepared_review_unit_hash": "5d3ddffe4336b6d2b7d53bb13a77f82d4e8206d7e97baa258d4ba1353466f494", + "prepared_review_unit_hash": "a27d89a732e4b19eff3087f0f1efdb78315a72d39256034e01019e586ca3ea05", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 35, - "serialized_chars": 18658, - "estimated_input_tokens": 4665, - "estimated_eval_tokens": 9586 + "serialized_chars": 18663, + "estimated_input_tokens": 4666, + "estimated_eval_tokens": 9588 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 35, - "serialized_chars": 18658, - "estimated_input_tokens": 4665, - "estimated_eval_tokens": 9586 + "serialized_chars": 18663, + "estimated_input_tokens": 4666, + "estimated_eval_tokens": 9588 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated i18n translation requests for different languages, plus several malformed/spam-like placeholder issues. They share a broad theme but not the same underlying bug or change, so there is no real duplicate set here.", - "confidence": 0.96, - "canonical_issue_reason": "No true duplicate cluster is present; issue 27088 is the cleanest representative because it is a normal, well-formed translation request and the earliest of the clear language-specific issues.", + "summary": "This cluster is mostly a mix of distinct i18n translation requests and some repeated/template-like placeholder issues. The only clear duplicate set is the generic placeholder trio with the exact same title; the language-specific translation requests are not duplicates of each other.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43834 is the earliest clean placeholder/template issue and best represents the exact duplicate trio with the same title.", "canonical_pr_reason": null, - "best_issue_reason": "27088 is the best representative of the legitimate translation-request pattern: clear title, specific language, and conventional issue formatting.", + "best_issue_reason": "issue:43834 is the best representative of the duplicated template-based issue set; the other real-language translation issues should remain separate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different translation requests; no evidence they are the same language/task." + "reason": "Different translation targets; same template body is not enough to make these the same issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different translation requests; separate issues, not one underlying change." + "reason": "Turkish vs generic placeholder issue; not the same underlying translation request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "One is a specific Turkish request, the other is a generic template issue; not the same issue." + "reason": "Specific Turkish docs translation is distinct from the generic placeholder issue." }, { "left": "issue:27088", "right": "issue:47299", "accept": false, - "reason": "Different content and language context; this is not the same translation request." + "reason": "Different language/content; no clear evidence these are the same task." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different target languages, so these are distinct issues." + "reason": "Turkish and Romanian translation requests are separate issues." }, { - "left": "issue:28936", - "right": "issue:43834", + "left": "issue:27088", + "right": "issue:28936", "accept": false, - "reason": "Spanish request vs generic placeholder template; not the same underlying issue." + "reason": "Turkish and Spanish translation requests are different work items." }, { - "left": "issue:27088", - "right": "issue:28936", + "left": "issue:28936", + "right": "issue:43834", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct." + "reason": "Spanish translation request is distinct from the generic template issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language/request; no shared concrete bug or change." + "reason": "Spanish and generic placeholder issues are not the same underlying request." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Different translation targets; separate issues." + "reason": "Spanish and Romanian translation requests are separate." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language/request; not duplicates." + "reason": "Distinct language-specific request vs generic placeholder issue." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Both are translation requests, but for different language entries; not the same issue." + "reason": "Romanian translation request is not the same as the generic placeholder issue." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Different language-specific requests; no duplicate evidence." + "reason": "Distinct translation request; shared template text is insufficient." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Specific Romanian request vs generic template placeholder issue; not the same task." + "reason": "Romanian translation issue and placeholder issue are not duplicates." }, { "left": "issue:38435", "right": "issue:47299", "accept": false, - "reason": "Different language/request content; not the same underlying change." + "reason": "No clear indication these are the same issue; titles differ substantially." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different content and language context; these are not the same issue." + "reason": "These look like different Thai-language posts; not clearly the same underlying report." }, { "left": "issue:43834", "right": "issue:44370", - "accept": false, - "reason": "Generic placeholder template issue vs another placeholder issue, but no evidence they are the same request." + "accept": true, + "reason": "Exact same placeholder title and near-identical template content; clearly duplicate issues." }, { "left": "issue:43834", "right": "issue:44365", - "accept": false, - "reason": "Similar template wording only; no concrete shared bug or change." + "accept": true, + "reason": "Same generic placeholder issue; no meaningful difference beyond separate filing." }, { "left": "issue:43834", "right": "issue:47299", "accept": false, - "reason": "Placeholder template mismatch; insufficient evidence of the same underlying issue." + "reason": "Both are malformed/placeholder-like, but the titles are not the same issue and the underlying request is unclear." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Template-like titles only; these do not clearly describe one identical request." + "reason": "Different title/content; similarity appears to come from a shared template, not the same issue." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different malformed titles; no sign of the same issue or change." + "reason": "No evidence these malformed titles refer to the same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Thai text issue and generic placeholder issue are not clearly duplicates." }, { "left": "issue:44365", "right": "issue:44370", - "accept": false, - "reason": "Two separate placeholder issues; not enough evidence they are the same underlying request." + "accept": true, + "reason": "Exact same placeholder/template issue; duplicate filing." }, { "left": "issue:44365", "right": "issue:47299", "accept": false, - "reason": "Template spam similarity is not enough to merge; no concrete shared change." + "reason": "Different malformed titles; not enough to merge as the same issue." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different placeholder text; not clearly the same issue." + "reason": "Shared template similarity only; titles/content do not show the same underlying issue." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different malformed issue content; not a confirmed duplicate." + "reason": "These do not appear to be the same task or report." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different Thai-language content; not clearly duplicates." }, { "left": "issue:44370", "right": "issue:47299", "accept": false, - "reason": "Similar template pattern only; no same code-path or change." + "reason": "Placeholder-like titles but not the same specific issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "No concrete evidence these are the same request; titles differ." + "reason": "Not clearly the same issue; only generic template similarity is visible." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different malformed titles/content; not a duplicate." + "reason": "Different titles and no shared concrete bug/change." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "The Thai text issue is distinct from the generic placeholder issue." }, { "left": "issue:46222", "right": "issue:47299", "accept": false, - "reason": "Both look spammy or malformed, but they are not the same underlying issue." + "reason": "Both are malformed/oddly titled, but there is no concrete proof they represent the same report." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Placeholder/template issue vs unrelated Thai-text issue; not the same request." + "reason": "Generic template issue vs Thai text issue; not the same underlying item." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different content and language/script; no duplicate evidence." + "reason": "Same broad i18n/translation theme, but not the same issue." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Template issue and Thai spam-like issue are not the same underlying change." + "reason": "No clear duplicate relationship beyond loose similarity." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Both are Thai/spam-like, but the text differs and there is no clear same-task evidence." + "reason": "Very similar Thai phrasing, but not enough evidence to treat as the same issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Different malformed content; not clearly the same issue." + "reason": "Titles are too different to confidently merge as duplicates." }, { "left": "issue:46226", "right": "issue:47299", "accept": false, - "reason": "Different spam-like content; no basis to merge as one issue." + "reason": "Similar malformed style, but no concrete same-issue evidence." }, { "left": "issue:46931", "right": "issue:47299", "accept": false, - "reason": "Different malformed issue text; not the same underlying request." + "reason": "Not enough shared concrete content to justify duplicate status." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issues 43834, 44365, and 44370 do share the exact same placeholder title and look like the only clear duplicate set. The language-specific translation requests and the Thai-titled issues are kept separate, which is appropriately conservative given only soft similarity evidence. Soft-edge verdicts do not overstate duplicates." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -20591,7 +20835,7 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "5a10ddcad27e372b9984f5c8d80632fafa7f0c756a806a2fea4fd7c891ea17f4", + "prepared_review_unit_hash": "56815405a422264536074d255d589ca98f0a45977483c652a5648712da2f1076", "component_budget": { "node_count": 21, "item_count": 21, @@ -20613,276 +20857,300 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose semantic group of distinct model-addition requests across unrelated architectures and modalities. The soft links are topical similarity, not true duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #42503 is the broadest and most central \u201cadd model\u201d request in the set, but the cluster is still a mix of separate model requests rather than one duplicate thread.", + "summary": "This cluster is a loose collection of model/feature requests that are textually similar but refer to different models, modalities, or architectural changes. I do not see true duplicates among them, so all soft edges should be rejected. There are no PRs in the set.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46133 is the most complete and well-discussed request in the set, so it is the best representative anchor if one issue must be chosen, but it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "#42503 is the best representative topic node because it is generic and sits near many of the other model-request issues, though it is not a true duplicate anchor.", + "best_issue_reason": "46133 has the richest context and discussion, making it the strongest issue to keep as the representative record for this similarity cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "RoMa vs LoMa are different keypoint systems; related domain, not the same change." + "reason": "Keypoint matcher vs keypoint detector/matcher are different model requests, not the same change." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Keypoint matcher request vs MiniCPM3 architecture request; unrelated model additions." + "reason": "RoMa matcher and MiniCPM3 architecture are unrelated tasks." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBERT config vs DEIMv2 model; different models and code paths." + "reason": "EuroBert config support and DEIMv2 are different model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBERT config vs Qwen3-TTS; different model family and modality." + "reason": "EuroBert config work is unrelated to Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBERT config vs RF-DETR detector; distinct model support requests." + "reason": "A config update for EuroBert is not the same as adding RF-DETR." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBERT config vs XiaoMi MiMo; unrelated model requests." + "reason": "EuroBert config and XiaoMi MiMo are different models with no shared code path shown." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR model vs DEIMv2 model; different detectors." + "reason": "RF-DETR and DEIMv2 are separate vision models." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vs LFM2.5 Audio; different modality and model family." + "reason": "RF-DETR and LFM2.5 Audio target different model families and modalities." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR detection support vs sparse transformer request; unrelated code changes." + "reason": "RF-DETR vs weight-sparse transformer is not the same implementation change." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR; different models and tasks." + "reason": "RF-DETR and Qwen3-ASR are unrelated model requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR detector vs Qwen3-TTS; different model families." + "reason": "RF-DETR and Qwen3-TTS are different tasks and code paths." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT vs Qwen3-ASR; distinct model requests." + "reason": "NeoBERT and Qwen3-ASR are different model integrations." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs weight-sparse transformer; different architectures and goals." + "reason": "NeoBERT and a sparse-transformer request are unrelated changes." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio; unrelated models." + "reason": "NeoBERT and LFM2.5 Audio are different model families." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR detector vs NeoBERT; different model additions." + "reason": "RF-DETR and NeoBERT are separate model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT models; separate BERT-family requests, not the same change." + "reason": "NeoBERT and ModernVBERT are distinct model requests." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture vs Qwen3-ASR; different model support." + "reason": "MiniCPM3 architecture and Qwen3-ASR are unrelated." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture vs sparse transformer request; unrelated." + "reason": "MiniCPM3 architecture and weight-sparse transformer support are different changes." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture vs ModernVBERT models; distinct requests." + "reason": "MiniCPM3 and ModernVBERT are different model integrations." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture vs Voxtral-TTS support; different model and modality." + "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated model requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 vs Qwen3-TTS; different models and tasks." + "reason": "DEIMv2 and Qwen3-TTS are different models and modalities." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT vs Qwen3-ASR; distinct model support requests." + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS; different model families and modalities." + "reason": "ModernVBERT and Qwen3-TTS are different requests." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT vs XiaoMi MiMo; unrelated model requests." + "reason": "ModernVBERT and XiaoMi MiMo are separate model additions." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE models vs Voxtral TTS; different problem space." + "reason": "Generic BERT-like RoPE support and Voxtral TTS support are not the same underlying change." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs generic BERT-like RoPE support; overlapping area but not the same concrete change." + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only superficially." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like RoPE support vs XiaoMi MiMo; unrelated." + "reason": "BERT-like RoPE support and XiaoMi MiMo are unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like RoPE support vs a person-named issue; no shared technical change." + "reason": "RoPE support request and a user-name issue are clearly unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo vs SAM3-LiteText; different models." + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo vs Qwen3-TTS; unrelated model families." + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated." }, { "left": "issue:42954", "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo vs DeepSeek-OCR2; different model requests." + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." }, { "left": "issue:42954", "right": "issue:46653", "accept": false, - "reason": "XiaoMi MiMo vs a person-named issue; unrelated." + "reason": "XiaoMi MiMo and a person-name issue are not duplicates." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR; same product line but different modality and code paths." + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different modalities and implementation targets." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS vs Voxtral-TTS; different TTS models, not the same fix." + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated models." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS vs sparse transformer request; unrelated." + "reason": "Qwen3-TTS support and sparse-transformer support are different code paths." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR vs LFM2.5 Audio; different audio models." + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related but not the same model or change." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR vs EUPE vision-language encoder; different modalities and code paths." + "reason": "Qwen3-ASR and EUPE are different model families." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR vs sparse transformer; unrelated." + "reason": "Qwen3-ASR and sparse-transformer support are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are distinct requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink support are different model/code changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE are not the same underlying feature." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech models and tasks." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral-TTS; different domains and model types." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { "left": "issue:43837", - "right": "issue:45027", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR vs Voxtral-TTS; different models and tasks." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different domains." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE vs TIPSv2; different vision-language models and requests." + "reason": "EUPE and TIPSv2 are separate vision-language model requests." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT vs a person-named issue; unrelated." + "reason": "ModernVBERT and a name-only issue are not duplicates." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral-TTS vs a person-named issue; unrelated." + "reason": "Voxtral TTS support and a person-name issue are unrelated." } ] }, @@ -20912,40 +21180,40 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "39b47d4c017f837c5693564cdd312b873a3ad352705a65d75ad9ae61518289a5", + "prepared_review_unit_hash": "9acac02c89e623b1165704c8416c2257b302b3c0479d3f467870a4b2e55acc55", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, - "estimated_input_tokens": 377, - "estimated_eval_tokens": 1010 + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1506, - "estimated_input_tokens": 377, - "estimated_eval_tokens": 1010 + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a docs request to add Pruna as an optimization framework, while the other is a technical request to refactor Vision RoPE. They target unrelated topics and no shared filenames/targets support a merge.", + "summary": "The two issues are unrelated: one is a docs request to add `pruna` as an optimization framework, while the other is a Vision RoPE refactor. There is no duplicate or same-underlying-bug signal here.", "confidence": 0.98, - "canonical_issue_reason": "No true canonical duplicate here; if one must be chosen as the more substantive issue, #46443 is the clearer technical work item, while #38740 is a documentation request.", + "canonical_issue_reason": "Issue #46443 is the more concrete technical work item; #38740 is a documentation/request-style issue and not the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "#46443 is the better representative issue because it describes a concrete code change (Vision RoPE refactor) rather than a documentation-only addition.", + "best_issue_reason": "#46443 is the best representative of the cluster only because it is the substantive code-change topic; the cluster itself does not form a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different subject matter and intent: docs/optimization-framework addition versus Vision RoPE refactor. The similarity is superficial and they do not appear to describe the same underlying bug or change." + "reason": "Different domains and intents: docs/framework listing versus Vision RoPE refactor. They do not describe the same bug or change." } ] }, @@ -20975,7 +21243,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "46adae89b8c59d9fcdc53dde8c214ca8ac801665486f879698dac215ca000263", + "prepared_review_unit_hash": "514f48fb049fcc94efe4d7443ca5536128db78b777950be50bc3f9ce571da0b6", "component_budget": { "node_count": 2, "item_count": 2, @@ -20997,18 +21265,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different things: one requests Set Block Decoding, the other requests DeepSeek v3.2 support. They do not look like the same underlying bug or change, so this is not a duplicate cluster.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These two issues do not look like duplicates: one asks for block decoding support, the other requests DeepSeek v3.2 support. The only similarity is a broad LLM/runtime context, which is too weak to merge them.", + "confidence": 0.93, + "canonical_issue_reason": "issue #43037 is the more specific and actionable request; #41084 is too terse/ambiguous to serve as a strong canonical anchor.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#43037 is the best representative if one must be chosen because it clearly states the target model/version and the scope of the request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different requests with no shared code-path or explicit linkage: block decoding vs model/version support." + "reason": "Different underlying requests: 'Set Block Decoding' is a decoding/feature change, while 'DeepSeek v3.2 support' is a model-support request. No shared targets/files or evidence of the same bug/change." } ] }, @@ -21038,40 +21306,40 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "603df807d7e9863b6a72cfeff67056f66c69fc2a00d8814d6f91ec1b4b873bc8", + "prepared_review_unit_hash": "5454ef04d14059b9cfd9c41b4ec70e5b72805efdf7857cb58f0419d913daab66", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1585, - "estimated_input_tokens": 397, - "estimated_eval_tokens": 1050 + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about adding a `from_pretrained()` flag for TiledFusedLogitsLoss / FLCE, while the other is a broader request to integrate TiledMLP for lower memory use. They reference different code paths and different model components.", + "summary": "The two issues are unrelated feature requests: one asks for a `from_pretrained()` flag for FLCE/LigerFusedLinearCrossEntropy, while the other proposes integrating TiledMLP for lower memory use. They do not describe the same underlying bug or change.", "confidence": 0.96, - "canonical_issue_reason": "Issue 41306 is the more concrete and actionable request, with a specific API surface (`from_pretrained()`) and a named feature flag target.", + "canonical_issue_reason": "No canonical duplicate: issue 41306 is about exposing an FLCE flag in `from_pretrained()`, while issue 41826 is about adding TiledMLP support; they target different components and different changes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41306 is the best issue to represent this cluster because it is narrower and more implementation-ready than the broader TiledMLP integration request.", + "best_issue_reason": "If one issue must be kept as the cluster representative, 41306 is the more concrete, narrowly scoped API request. 41826 is a separate architecture/integration feature request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying requests: FLCE/LigerFusedLinearCrossEntropy flag support in `from_pretrained()` versus integrating TiledMLP for memory reduction. Shared wording around \u201ctiled\u201d is too broad to indicate the same bug or change." + "reason": "Different feature requests in different areas of the model stack; no shared bug or mergeable code change." } ] }, @@ -21101,7 +21369,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "7f99ef16989231990c1826acddec150f32298e08bf0ecec245e9eb89b57584a1", + "prepared_review_unit_hash": "5f6fb9ab439a02e049e9ed0d50994bd55396626bbbf4584d1e4d3dab9e1284e5", "component_budget": { "node_count": 2, "item_count": 2, @@ -21123,18 +21391,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about making `remove_unused_column` in `Trainer` more customizable, while the other is about correctly estimating FLOPs for custom trainers. They touch different behaviors and code paths.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue as a duplicate cluster: the topics are distinct and should be tracked separately.", + "summary": "These are two separate Trainer-related feature requests: one about making `remove_unused_column` more customizable, and one about FLOPS estimation for custom trainers. They share a broad area but not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue 43598 is the better representative of the cluster because it is a concrete Trainer behavior/customization request and is the broader of the two topics.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the better standalone issue to surface here because it is a direct API/customizability request with a clear Trainer focus; #43600 is a separate FLOPs-estimation concern.", + "best_issue_reason": "issue 43598 is the strongest issue candidate for the cluster since it targets a specific Trainer control-flow customization problem rather than a narrower accounting concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying problems: one concerns unused-column handling/custom trainer customization, the other concerns FLOPs counting for custom trainers. No shared code-path bug is evident." + "reason": "Different problems: one is about column-pruning customization in `Trainer`, the other is about FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same issue." } ] }, @@ -21164,7 +21432,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "01b9645eade812d4fb5393ea2e2fdbc7e37e5faa11ad3a1ba1dd294995372321", + "prepared_review_unit_hash": "6319df1281d1e0517c440ba43cc65667740cdec7ba12295aba45b15525708b99", "component_budget": { "node_count": 2, "item_count": 2, @@ -21186,18 +21454,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Qwen model-support feature requests, but they target different APIs and different model classes, so they are not duplicates. One is a general AutoModel/AutoModelForConditionalGeneration registration request for Qwen3-Omni; the other is a specific AutoModelForSequenceClassification request for Qwen3.5.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43684 is the broader and more central request, covering model registration in core auto classes rather than one downstream task-specific head.", + "summary": "These two issues are about different Qwen model support requests: one asks for Qwen3-Omni auto-class registration, the other asks for sequence-classification support for Qwen3.5. They are related only at a very broad theme level, not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43684 is the broader, more central request: it targets core AutoModel registration plumbing for Qwen3-Omni, while 44405 is a separate task-specific support request for Qwen3.5 sequence classification.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the better representative because it describes a wider missing-registration gap and is less narrowly tied to one classification head.", + "best_issue_reason": "43684 is the better representative issue for the cluster because it reflects the main framework-level missing registration problem; 44405 is narrower and concerns a different model family and task.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "They concern different support surfaces: general auto-class registration for Qwen3-Omni versus sequence-classification support for Qwen3.5. Same family, but not the same underlying bug/change and not mergeable as one fix." + "reason": "Different model families and different capabilities: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification support. They do not appear to be the same underlying bug or change." } ] }, @@ -21234,7 +21502,7 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "be353a2a728351842b0e553ef9c366f3a01ddb6f8f92e4a2a3b35cefbf0ace2a", + "prepared_review_unit_hash": "20740f9652a57766b206d0ffc0065cff55a52053e601c24f48fef41f202fad4a", "component_budget": { "node_count": 4, "item_count": 4, @@ -21256,58 +21524,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three \"huggingface\" issues look like duplicates of the same report; issue 43845 is the best canonical candidate. Issue 43835 ('Fett') does not appear related. No PRs are present.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 43845 is the earliest of the nearly identical \"huggingface\" reports and is a reasonable representative for the duplicate cluster.", + "summary": "Three issues share the same placeholder title \"huggingface\", but the evidence is too thin to confirm duplicates, so all pairwise soft edges should remain unaccepted. The \"Fett\" issue looks unrelated. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43845 is a reasonable canonical choice as the earliest of the identical-title \"huggingface\" reports.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the strongest issue candidate because it is part of the tightest duplicate set and appears to be the first report among them.", + "best_issue_reason": "43845 is the best issue representative because it is the earliest of the matching-title reports, but the cluster is not strong enough to treat the others as confirmed duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no supporting content linking 'Fett' to the huggingface report." + "reason": "Different titles and no concrete shared bug details beyond generic similarity." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no evidence they describe the same underlying problem." + "reason": "Different titles and no evidence they describe the same underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No clear overlap beyond being closed issues; not enough to treat as the same bug." + "reason": "\"Fett\" does not match the \"huggingface\" reports and lacks common context." }, { "left": "issue:43845", "right": "issue:43846", - "accept": true, - "reason": "Near-identical huggingface issues with very high textual similarity; likely duplicate reports of the same problem." + "accept": false, + "reason": "Same title, but only placeholder-level similarity is visible; not enough to confirm a duplicate." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same apparent issue topic and highly similar text; plausibly the same underlying report." + "accept": false, + "reason": "Same title and close timing, but no concrete report details tie them to the same bug." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same title/topic and strong similarity; these look like duplicate instances of the same issue." + "accept": false, + "reason": "Same title alone is insufficient here; there are no shared specifics to justify merging them." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: 43845 is the earliest of the three similarly titled huggingface issues, and 43835 is meaningfully different. The soft-edge accepts are conservative enough given the high similarity scores among the huggingface trio, and there are no PR-related claims to \u09af\u09be\u099a\u09be\u0987." + "accept": false, + "feedback": "Reject: the summary is partly grounded (three issues share the same title), but the soft-edge verdicts overstate the evidence. The packet\u2019s deterministic_accept is false for all pairs, so marking 43845-43846, 43845-43859, and 43846-43859 as true is not conservative enough. The canonical-issue choice of 43845 is fine as the earliest of the similar-title issues, but the duplicate conclusions should remain unaccepted." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21345,116 +21613,113 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "6f6561f8782dce2224dfae8050252d0a5edda2c5621c0bc1bd6e1f28689d920f", + "prepared_review_unit_hash": "4e3f4d8deae0f2359307d1d45e7744f01ce029a1c0ccfac8d471e7940b19d972", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7358, - "estimated_input_tokens": 1840, - "estimated_eval_tokens": 3936 + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7358, - "estimated_input_tokens": 1840, - "estimated_eval_tokens": 3936 + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues are exact same-title spam placeholders; the rest are unrelated noise (documentation request, Google LLC mention, benchmark tip) and should not be clustered together.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44371 is the oldest of the identical '' issues, so it is the best placeholder canonical among the duplicate spam reports.", + "summary": "This cluster is mostly low-signal spam/placeholder issues with no concrete bug reports; the titles and bodies are too thin to justify merging any pair as true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44371 is the earliest clear placeholder/spam report and is representative of the repeated '' entries in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 best represents the only true duplicate set here because it matches the other spam placeholders exactly and is earliest.", + "best_issue_reason": "Issue 44371 is the best representative because it is an early, generic spam placeholder with no unique technical content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": true, - "reason": "Exact same '' title and no distinguishing body/metadata; likely the same placeholder report." + "accept": false, + "reason": "Both are generic spam placeholders, but there is no evidence of the same underlying bug or a concrete shared report beyond the title token." }, { "left": "issue:44371", "right": "issue:44573", - "accept": true, - "reason": "Exact same '' title and no distinguishing body/metadata; likely the same placeholder report." + "accept": false, + "reason": "Same as above: near-identical placeholder titles, but no substantive description or common bug context to confirm duplication." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a spam placeholder and the other is a documentation enhancement request; no shared underlying issue." + "reason": "One is a '' placeholder and the other is a documentation-suggestion title; they do not describe the same issue." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. benchmark tip; unrelated topics." + "reason": "The titles point to unrelated spam/marketing-like content rather than the same concrete problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. a Google LLC-related issue; no evidence of the same underlying problem." + "reason": "Different placeholder/marketing-style titles with no shared technical symptom or explicit linkage." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request and spam placeholder are unrelated." + "reason": "Documentation enhancement suggestion and spam placeholder are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement request and spam placeholder are unrelated." + "reason": "These titles describe different kinds of low-content reports, not one shared bug or request." }, { "left": "issue:44572", "right": "issue:44573", - "accept": true, - "reason": "Exact same '' title and no distinguishing body/metadata; likely the same placeholder report." + "accept": false, + "reason": "Both are '' titles, but the available evidence does not show the same report or a concrete shared defect." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. benchmark tip; unrelated topics." + "reason": "No shared technical content; one is spam-like, the other is a community benchmark tip." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. Google LLC-related issue; no shared underlying issue." + "reason": "The titles are unrelated and do not indicate the same bug or change." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "Spam placeholder vs. benchmark tip; unrelated topics." + "reason": "No evidence of a common underlying issue; the subject matter differs completely." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. Google LLC-related issue; no shared underlying issue." + "reason": "These are different low-information reports with no shared concrete code-path or bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the packet shows three issues with identical '' titles and otherwise minimal, matching metadata, while the remaining issues have clearly different titles/topics. The accepted soft edges are conservative given the available evidence, and the rejected edges are appropriately non-mergable/unrelated." - }, - "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 }, @@ -21477,7 +21742,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "042aef65ffce932cc3009f03c3ba92fe2073e2425dad3499b8a310d2e35e3187", + "prepared_review_unit_hash": "d9c47650803e07b8f0029f3507580e8cec7c39678bda7b11c2eff30da33925f0", "component_budget": { "node_count": 2, "item_count": 2, @@ -21499,28 +21764,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have identical titles and moderate soft-similarity, but there is no body text or stronger linking metadata to confirm they are the same underlying report. This is best treated as a possible duplicate, not a confirmed one; if grouped, #45145 is the better anchor because it has one inbound reference.", - "confidence": 0.69, - "canonical_issue_reason": "If these turn out to be duplicates, #45145 is the better canonical candidate because it has the same title as #45151 and slightly more external referencing, but the evidence is limited.", + "summary": "The two closed issues have identical titles and strong metadata similarity, so they are likely duplicates and should be clustered together, with the earlier issue as the canonical representative.", + "confidence": 0.87, + "canonical_issue_reason": "#45145 is the earlier issue and shares the same title and close overall metadata with #45151, so it is the best canonical issue for the likely-duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue to serve as the representative thread only in a tentative sense: it matches the other issue\u2019s title and has marginally more evidence of being the earlier anchor, though the duplicate relationship is not firmly established.", + "best_issue_reason": "#45145 is the cleanest representative because it was created first and appears to describe the same report as #45151.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The titles match exactly, but the packet lacks body content and stronger metadata showing the topics are truly the same; deterministic_accept is false, so this should remain a cautious possible-duplicate signal rather than an accepted duplicate." + "accept": true, + "reason": "Likely duplicate pair: the titles are identical and the available metadata is very similar, though the packet does not expose the bodies or prove the scope is identical." } ] }, "evaluator_result": { "accept": false, - "feedback": "The packet supports a potential duplicate based on identical titles and moderate soft-similarity, but it does not provide body text or stronger metadata proving the topics are the same. Since `deterministic_accept` is false, accepting the soft edge as a duplicate is a bit too strong. The summary and best-issue language also overstate the evidence by implying \u2018strong textual similarity\u2019 and a clear duplicate relationship rather than a cautious \u2018possible duplicate\u2019." + "feedback": "The cluster is plausible, but the analyst overstates the evidence. The packet supports identical titles and strong soft similarity, but it does not show the issue bodies or any direct proof that the content is \"indistinguishable\" or that there is \"no evidence of different scope.\" Also, the pair was not deterministically accepted. The soft-edge verdict should be phrased more conservatively as likely duplicate, not certain duplicate." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -21597,7 +21862,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "7e1686a6dfa82585fcd543c6d7f8a76a5bfc303e6fa257d0329115c7729cda94", + "prepared_review_unit_hash": "160725403da8121f4fb70f0070ebe8fd0725997a6bd55ae5d1fa76edea5d191c", "component_budget": { "node_count": 2, "item_count": 2, @@ -21619,18 +21884,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are not duplicates; they only share a loose textual pattern (person-name plus date) and appear unrelated spam-like entries.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "Two closed issues with unrelated personal-name titles and no body/context. They do not appear to report the same problem, so this is not a duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No issue contains meaningful problem details; the titles refer to different names and birthdates, so neither is a clear canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is suitable as a canonical issue because there is no shared bug report, product area, or actionable problem statement tying them together.", + "best_issue_reason": "Neither issue is better as a canonical report because both lack any substantive description or technical content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles reference different people and dates, with no common technical problem or duplicate-report content; this is not the same underlying issue." + "reason": "The titles reference different people and dates, with no shared bug description or explicit linkage, so they are not the same underlying issue." } ] }, @@ -21660,40 +21925,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "c150f2c62ed12df7e7af3539f05faf17b63069efddca5e210285249f2c684fbc", + "prepared_review_unit_hash": "0911b53d6b0ee90d340e3e839b8169f22ba171c709f9c560304a33c44000e1f1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates in any meaningful sense; they are sparse, name-and-date-only posts with no shared bug report or actionable topic.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These are two closed issues with only person-name/date titles and no body or linkage evidence. They do not appear to describe the same bug or request, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue has any description, references, or shared technical content; the titles are just distinct names/dates, so there is no clear canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45764 is only marginally preferable by being earlier, but neither issue is a solid canonical representative because neither describes a real problem.", + "best_issue_reason": "No issue stands out as a canonical representative because the items do not appear related beyond superficial title similarity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "They only share a surname and date-like text; there is no underlying bug, request, or code-path to indicate duplication." + "reason": "The titles are different personal-name/date entries with no body or technical context, so they do not look like the same underlying issue." } ] }, @@ -21723,7 +21988,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "a4968a378569ebc779cfe5724bbdda58ff1a2c2b420b8321c7a6f10e73b21f74", + "prepared_review_unit_hash": "a22e82481cbee27b0ad571d393fb6ecad981ef43ffcf2de5bc28685b11c74a7d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21745,18 +22010,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two open issues are unrelated feature requests: one asks for a new Qwen3_5 token-classification/value-model class, the other asks for FP8 training support. They should not be treated as duplicates.", + "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 do not describe the same bug or change.", "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the requests target different capabilities and different code paths, so there is no single underlying bug or change to unify.", + "canonical_issue_reason": "Issue 45810 is the clearer feature request, with a concrete model-class addition and specific intended use; issue 46295 is about broader training-format support and is not a duplicate of it.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45810 is the more concrete and self-contained request, but it is not a duplicate of the FP8 training support issue.", + "best_issue_reason": "Issue 45810 is the best canonical issue because it is narrowly scoped and specific about the requested API/model addition.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different feature requests with no shared concrete bug/change; one is model-class support, the other is FP8 training support." + "reason": "Different subjects and code paths: adding a Qwen3_5 token-classification/value-model class versus enabling FP8 training support. The overlap is only in being feature requests, not in the underlying change." } ] }, @@ -21796,12 +22061,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "dfcadb760aa75fe2ac9cfd62b151dd24c12a3ebc224657f9651de1012d09d9b3", + "prepared_review_unit_hash": "b8501b438bdc23bb2c2d628b19aeb0e51aad5bd90fa728f0d0b88307960a85ba", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21809,7 +22074,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5726, + "serialized_chars": 5728, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -21818,66 +22083,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster most likely splits into two likely-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by finance wording and looks separate. The evidence is soft, so this should be treated as a tentative duplicate read rather than a certainty.", - "confidence": 0.72, - "canonical_issue_reason": "If a single anchor is needed, 45870 is the most reasonable tentative canonical issue: it has an exact title/body-length match with 45871 and some discussion activity. That said, the packet only supports likely duplicates, and the overall group appears to split into two separate pairs rather than one unified duplicate set.", + "summary": "Two likely duplicate issue pairs stand out: 45870/45871 share the same title and very high similarity, and 45872/45873 also share the same title and very high similarity. 45869 looks separate and is not the same request as either pair.", + "confidence": 0.86, + "canonical_issue_reason": "45870 is the best canonical issue overall because it is the earliest item in a likely duplicate pair with identical title/high similarity. 45872/45873 appear to be a separate likely duplicate pair, and 45869 is distinct.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest representative issue overall because it is in the clearest likely-duplicate pair and has slightly more discussion activity than its twin. I would still treat it as a tentative anchor, not a proven primary thread.", + "best_issue_reason": "45870 is the strongest representative issue among the set: it is the earliest of the high-similarity 'Example: Financial time series prediction with DataForge' pair. The other similar-looking items form a separate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Same broad finance area, but the first is a dataset bundle and the second is an example request; related topic, different underlying issue." + "reason": "Related finance theme, but different request: a dataset bundle versus a prediction example. Similar topic only." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Dataset listing versus example request; the overlap is thematic only, not the same concrete issue." + "reason": "Related finance theme, but different request: a dataset bundle versus a prediction example. Similar topic only." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Identical title and body length with no distinguishing evidence; this is a likely duplicate pair." + "reason": "Same title and very high similarity; likely duplicate pair, though the packet does not prove they are exact duplicates." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both are finance-related, but one is an example request and the other adds a scraping service; different underlying request." + "reason": "Different concrete request: prediction example versus prediction plus scraping service." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different request wording and no evidence they describe the same issue." + "reason": "Different concrete request: prediction example versus prediction plus scraping service." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "They share only a broad finance theme; the concrete requests do not match." + "reason": "Different concrete request: prediction example versus prediction plus scraping service." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different underlying request; at most they are loosely related by domain." + "reason": "Different concrete request: prediction example versus prediction plus scraping service." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical title and body length with no contrary evidence; this is a likely duplicate pair." + "reason": "Same title and very high similarity; likely duplicate pair, though the packet does not prove they are exact duplicates." } ] }, "evaluator_result": { "accept": false, - "feedback": "The grouping is plausible, but the writeup overstates the evidence. The packet only shows identical titles and equal body lengths plus soft-similarity; it does not prove the issues are exact duplicates or that 45870 is the primary thread. Please soften the language to \u201clikely duplicates\u201d and keep the split into two pairs as a tentative inference rather than a certainty." + "feedback": "The grouping is directionally reasonable, but it overstates the evidence. The packet only shows identical titles and soft-similarity scores; it does not prove the pairs are exact duplicates. Please soften the verdicts to conservative language like \"likely duplicate\" or \"same title / high similarity,\" and avoid claiming \"exact duplicates\" or \"same issue\" as a certainty." }, "evaluator_used": true, "retried": true, @@ -21904,12 +22169,12 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "35dd8cb0c628e419c0cb68758de4e2d4170cb2173de2c9e9689b090f193e2342", + "prepared_review_unit_hash": "1f6856ee907373c77ab89cb996f63d438482cbde6a9aefbcf95954e463d08fff", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1639, + "serialized_chars": 1640, "estimated_input_tokens": 410, "estimated_eval_tokens": 1076 }, @@ -21917,7 +22182,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1639, + "serialized_chars": 1640, "estimated_input_tokens": 410, "estimated_eval_tokens": 1076 }, @@ -21926,27 +22191,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are plausibly related to `static` cache handling around `linear_attention`, but the packet does not provide enough body-level evidence to treat them as the same bug. They should be considered similar reports, not confidently duplicated reports of one underlying failure.", - "confidence": 0.56, - "canonical_issue_reason": "Issue 46439 is the better representative because it is broader and more implementation-focused (`early_initialization` / wrong-shape `RuntimeError`), but this is only a cautious clustering choice; the packet does not prove it is the same bug as 46441.", + "summary": "These two issues are related to static-cache behavior around linear-attention/Qwen3.5, but they describe different failure modes: one corrupts shapes during `early_initialization`, the other raises a `KeyError` for `linear_attention`. They are close enough to cluster conceptually, but not the same underlying bug with high confidence.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #46439 is the better canonical issue because it describes the broader/root-style failure mode in static cache initialization affecting linear-attention layers, with a concrete shape corruption leading to runtime error.", "canonical_pr_reason": null, - "best_issue_reason": "46439 is the best issue representative for the cluster since it is the more general static-cache/linear-attention report. However, it should be treated as a related-similar issue, not a confirmed duplicate target.", + "best_issue_reason": "#46439 is the strongest representative for the cluster since it states the more general mechanism (`early_initialization` corrupting linear-attention layers) rather than only one model-specific `KeyError` symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "The evidence is too thin to say these are the same underlying bug. They share a broad theme (`static` cache / `linear_attention`), but the packet only shows title-level similarity and different concrete failures (`RuntimeError` vs `KeyError`)." + "reason": "Both concern `cache_implementation=\"static\"` and linear attention, but one is a shape corruption/runtime error during initialization while the other is a `KeyError: 'linear_attention'`. The symptoms and likely code paths differ enough that they should not be treated as the same bug." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The grouping is not supported strongly enough by the packet. The only evidence is soft similarity plus the issue titles; there is no body-level confirmation that these are the same bug or would be fixed together. The analyst overstates by asserting the same underlying code path and a shared failure mode as fact. A more conservative verdict would be that the issues are related/similar, but not confidently the same bug." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -21970,7 +22232,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "8eb29ab932f54d2b775b0b308f43a183b9609f4af8507d97c4fe78750cd7c919", + "prepared_review_unit_hash": "1ffcfb7b42abe1a775d676db246aa7b1a4e4327b9d65a5fe4fc2a029cf22937d", "component_budget": { "node_count": 2, "item_count": 2, @@ -21992,24 +22254,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are duplicates with identical titles and body size, describing the same Wav2Vec2CTCTokenizer v5 special-token leak bug. The open issue is the better canonical tracker.", + "summary": "These two issues are near-exact duplicates: same title, same reported Wav2Vec2CTCTokenizer v5 bug, and identical text. The open issue is the better canonical/best issue because it is active and already has inbound references.", "confidence": 0.99, - "canonical_issue_reason": "Issue 46552 is open and has inbound references, so it is the better living tracker for the duplicated bug report.", + "canonical_issue_reason": "Issue #46552 is open, has inbound references, and appears to be the active report for the exact same bug as #46551.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46552 is the strongest overall issue because it is open, clearly duplicates 46551, and is more suitable as the active canonical report.", + "best_issue_reason": "Issue #46552 is the strongest single issue to keep because it is open and already attracting discussion/references for the same problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and same underlying tokenizer bug; these are clear duplicates rather than related but distinct reports." + "reason": "Same title and same underlying tokenizer bug; the bodies appear identical, so this is a true duplicate pair." } ] }, "evaluator_result": { "accept": true, - "feedback": "The conclusion is grounded in the packet: the two issues have identical titles and body lengths, and 46552 is the open issue with inbound references, so treating it as the living tracker is reasonable. The duplicate verdict is supported by the strong similarity evidence, though the wording could stay slightly more conservative by noting that it appears to be a duplicate rather than asserting it absolutely." + "feedback": "The assessment is grounded in the packet: both issues have the same title, equal body length, and a soft-similarity Jaccard of 1.0, with #46552 open and carrying inbound references. The duplicate/canonical choice is conservative and well supported." }, "evaluator_used": true, "retried": false, @@ -22036,12 +22298,12 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "fbb9f7302f7c6ed3d7f771f300e6d49532fe1ff9fd641eb8d77e0cc1c431a6eb", + "prepared_review_unit_hash": "27a2b7532412db58a32de723ec7ef0efbb7599aba9dd09e17a324a9ac4c1e730", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, + "serialized_chars": 1570, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -22049,7 +22311,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, + "serialized_chars": 1570, "estimated_input_tokens": 393, "estimated_eval_tokens": 1042 }, @@ -22058,18 +22320,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related only at a very broad level (training object detection models) but describe different failure modes: a tensor size mismatch versus out-of-memory after several epochs in RT-DETR v2. They should not be deduplicated.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: 46657 is a shape-mismatch bug during training, while 46692 reports late-epoch OOM in RT-DETR v2, so the root causes differ.", + "summary": "The two issues are about different failure modes: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. They share only a broad training context, not the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46657 is the more concrete and actionable report, with a specific tensor-shape mismatch error; issue:46692 describes a different symptom (OOM over time) and does not look like the same defect.", "canonical_pr_reason": null, - "best_issue_reason": "46657 is the better representative of the cluster because it is the more specific and concrete bug report; 46692 appears to be a separate resource/memory issue.", + "best_issue_reason": "issue:46657 is the better cluster anchor because it is a precise bug report with a clearer failure signature, whereas issue:46692 appears to be a separate memory-pressure problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Both are training-related, but the symptoms and likely causes differ substantially: tensor size mismatch vs out-of-memory after some epochs. Not the same underlying bug." + "reason": "Different symptoms and likely different root causes: tensor shape mismatch vs. gradual out-of-memory during training. Shared training context alone is not enough to treat them as duplicates." } ] }, @@ -22099,12 +22361,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "829980d6c4ab238bbccf338ef58526c21b48defa887570887e8a49bb192229b5", + "prepared_review_unit_hash": "b5dedd02e20e32d959caf785cad1fe952e71cec36724e578281401f0550b1e88", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, + "serialized_chars": 1674, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -22112,7 +22374,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1673, + "serialized_chars": 1674, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -22121,18 +22383,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues describe different bugs in different loading paths: ZeRO-3 partitioning/OOM for a composite multimodal submodule versus 4-bit loading with device_map/max_memory incorrectly dispatching to CPU. They are not duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #46822 is the more central open report with a clear ZeRO-3 multi-GPU OOM failure mode; it is distinct from the quantized device_map problem in #46823.", + "summary": "The two issues are only loosely related by model-loading failures. One reports a ZeRO-3/zero.Init partitioning bug for a composite multimodal submodule causing OOM, while the other reports 4-bit + device_map='auto' incorrectly dispatching to CPU despite sufficient memory. They involve different code paths and failure modes, so they should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46822 is the stronger canonical issue: it is a specific, actionable loading/partitioning bug with a clear affected component (ZeRO-3 zero.Init and a composite submodule) and an explicit failure mode (OOM on multi-GPU load).", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46822 is the strongest standalone issue in this cluster because it is open, specific, and describes a concrete partitioning bug affecting multi-GPU loading.", + "best_issue_reason": "Issue 46822 is the best representative for this cluster because it is the more concrete and durable bug report; 46823 is a separate quantization/device-map issue and is already closed.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Different underlying bugs and code paths: #46822 is about ZeRO-3 zero.Init not partitioning a composite submodule leading to OOM, while #46823 is about 4-bit load_in_4bit + device_map='auto' + max_memory incorrectly moving modules to CPU and raising ValueError. They should not be merged." + "reason": "Reject: both are model-loading failures, but they stem from different mechanisms and code paths. 46822 is about ZeRO-3 partitioning of a composite submodule causing OOM; 46823 is about 4-bit device_map/max_memory dispatching to CPU and raising ValueError. They are not the same underlying bug." } ] }, @@ -22231,358 +22493,358 @@ "issue:47265|issue:47309", "issue:47279|issue:47309" ], - "prepared_review_unit_hash": "9baceb3f9bd3f22da91cb23f67ed8c36d3f0d40f73702b9e73133924ef036567", + "prepared_review_unit_hash": "c4a147cd78480908c5a4b293786ec86e440047970d55ec3c4cd47c1dd77de279", "component_budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 54, - "serialized_chars": 29498, - "estimated_input_tokens": 7375, - "estimated_eval_tokens": 15006 + "serialized_chars": 29496, + "estimated_input_tokens": 7374, + "estimated_eval_tokens": 15004 }, "budget": { "node_count": 18, "item_count": 18, "soft_pair_count": 54, - "serialized_chars": 29498, - "estimated_input_tokens": 7375, - "estimated_eval_tokens": 15006 + "serialized_chars": 29496, + "estimated_input_tokens": 7374, + "estimated_eval_tokens": 15004 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are date-stamped serge integration triage issues with very similar templates, but the dates strongly suggest separate daily reports rather than one shared underlying bug. I would not merge any soft pairs on the available evidence.", - "confidence": 0.78, - "canonical_issue_reason": "issue:47120 is the most central triage thread in the set, with the highest inbound references and discussion activity among the closed issues.", + "summary": "These look like a dated series of recurring \"[serge] integration failure triage\" reports, not the same underlying bug/change. The similarity is mostly template/date-based, so I would not collapse them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:47120 best represents the cluster because it is the most referenced and discussed instance of the recurring triage thread.", + "best_issue_reason": "#47309 is the only open and most current triage thread, so it is the best representative if one needs a current anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template, but different dates; no evidence they describe the same underlying failure." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Only template similarity is visible; the date-specific triage context suggests separate reports." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Different day\u2019s triage issue; not enough evidence to treat as one bug." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "The titles match, but the date-stamped reports likely track distinct daily failures." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Same recurring triage pattern, but no concrete shared failure evidence." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Near-identical wording is just the triage series template; dates differ." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Different daily triage reports, not a confirmed duplicate bug." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Shared template only; no sign of the same underlying integration failure." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "These look like separate dated triage entries rather than one issue." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Same series, but the dates indicate separate reports." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "No evidence beyond title similarity that these are the same bug." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "Date-stamped triage issues should not be merged without a shared failure description." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Both are triage notes, but not the same concrete problem." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Recurring triage template only; separate day, separate report." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "No concrete shared code-path or failure evidence is shown." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Looks like another daily triage entry, not a duplicate bug." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Title similarity is too generic; these likely track different days\u2019 failures." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "issue:46998", - "right": "issue:47053", + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46985", + "right": "issue:47102", "accept": false, - "reason": "Same triage label, but different dates and no shared failure details." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "These are separate dated integration triage reports." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "Only the recurring triage template matches; not enough to merge." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "issue:46985", - "right": "issue:46998", + "left": "issue:46998", + "right": "issue:47053", "accept": false, - "reason": "Adjacent daily reports are similar in form, not proven identical in substance." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Different daily triage instances; no evidence of one underlying bug." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Same broad triage series, but the date-specific issues appear distinct." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47037", - "right": "issue:47091", + "right": "issue:47053", "accept": false, - "reason": "Template similarity only; no shared concrete failure is visible." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47037", - "right": "issue:47053", + "right": "issue:47091", "accept": false, - "reason": "These look like separate daily integration-failure reports." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "issue:47049", - "right": "issue:47053", + "left": "issue:47037", + "right": "issue:47102", "accept": false, - "reason": "The reports are title-similar but date-separated triage entries." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47049", - "right": "issue:47091", + "right": "issue:47053", "accept": false, - "reason": "No evidence that these two days\u2019 triage notes are the same bug." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "issue:47053", + "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "Same recurring triage pattern, but not a confirmed duplicate." - }, - { - "left": "issue:47053", - "right": "issue:47102", - "accept": false, - "reason": "Different dated triage reports; cannot safely merge." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "issue:47091", + "left": "issue:47049", "right": "issue:47102", "accept": false, - "reason": "Similar titles are not enough; these are likely separate daily failures." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "issue:46985", + "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "The shared template is too generic to prove a common root cause." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "issue:47037", + "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "Date-stamped triage issues are likely distinct incidents." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "issue:46985", + "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "No concrete overlap beyond the recurring triage label." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "issue:47049", - "right": "issue:47102", + "left": "issue:47102", + "right": "issue:47256", "accept": false, - "reason": "Separate daily reports; no evidence of the same underlying bug." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47120", "right": "issue:47182", "accept": false, - "reason": "These are consecutive triage issues, but the date difference suggests separate incidents." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47120", "right": "issue:47256", "accept": false, - "reason": "Same series, yet each dated report likely corresponds to a distinct integration failure." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47120", - "right": "issue:47279", + "right": "issue:47265", "accept": false, - "reason": "Only the generic triage template overlaps; not enough to merge." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47120", - "right": "issue:47265", + "right": "issue:47279", "accept": false, - "reason": "Different day\u2019s triage issue, with no shared concrete failure shown." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47120", "right": "issue:47309", "accept": false, - "reason": "These appear to be separate daily triage threads, not one bug." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "Similar wording reflects the triage series, not a proven duplicate." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47182", "right": "issue:47265", "accept": false, - "reason": "Date-specific triage entries should stay separate absent stronger evidence." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47182", "right": "issue:47279", "accept": false, - "reason": "No shared underlying failure is evident from the metadata." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47182", "right": "issue:47309", "accept": false, - "reason": "These look like different daily integration-failure reports." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "The titles are repetitive, but the reports are date-separated." - }, - { - "left": "issue:47227", - "right": "issue:47309", - "accept": false, - "reason": "No concrete bug identity is visible beyond the shared triage label." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47227", - "right": "issue:47279", + "right": "issue:47265", "accept": false, - "reason": "Same template, different day; not enough for a duplicate merge." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { - "left": "issue:47182", - "right": "issue:47227", + "left": "issue:47227", + "right": "issue:47279", "accept": false, - "reason": "Consecutive daily triage issues, but not the same underlying problem." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47227", - "right": "issue:47265", + "right": "issue:47309", "accept": false, - "reason": "These are separate dated triage reports, not one issue." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "Shared wording only; no evidence of the same code-path failure." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47256", "right": "issue:47279", "accept": false, - "reason": "The dates imply distinct incidents despite similar titles." - }, - { - "left": "issue:47102", - "right": "issue:47256", - "accept": false, - "reason": "These are recurring triage entries, but not the same bug report." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47265", "right": "issue:47279", "accept": false, - "reason": "No explicit overlap beyond the generic triage series title." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47265", "right": "issue:47309", "accept": false, - "reason": "Different daily reports; insufficient evidence to merge." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." }, { "left": "issue:47279", "right": "issue:47309", "accept": false, - "reason": "Similar triage template only; likely separate integration failures." + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." } ] }, @@ -22612,7 +22874,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "31fbe5d0e2724bc172cbd53b96dce913d882a742e607f462bbcb377957407cc9", + "prepared_review_unit_hash": "060810d7f94c24ff1ead623b840993668bdefb02980a27b762b4845a184fc477", "component_budget": { "node_count": 2, "item_count": 2, @@ -22634,24 +22896,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are near-identical duplicate issues for the same feature request: adding RWKV7 model support. They should be clustered together, with the earlier issue as canonical.", + "summary": "Two closed issues with identical titles and highly similar bodies describe the same request to add RWKV7 model support, so they should be clustered together. Issue 46984 appears slightly better as the canonical representative because it has more discussion activity and is likely the more established thread.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46983 is the earlier report and has the same title and apparent scope as #46984, so it is the best canonical issue.", + "canonical_issue_reason": "Issue 46984 is the better canonical representative: it has the same title, similar body, and more discussion activity, suggesting it is the more central thread.", "canonical_pr_reason": null, - "best_issue_reason": "#46983 is a clean representative of the duplicate cluster because it is the first-created issue with the same request.", + "best_issue_reason": "Issue 46984 is the strongest issue in the cluster because it is clearly the same request and has the most engagement.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and same underlying feature request; no evidence of distinct scope, so this is a clear duplicate." + "reason": "Same title and strongly similar content indicate the same underlying feature request for RWKV7 model support." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet: both issues have the same title, were created minutes apart, and the pair has strong soft-similarity evidence. The canonical choice of the earlier issue is conservative, and the duplicate verdict is supported without overstating distinct scope." + "feedback": "The cluster summary is well grounded in the packet: both items are closed issues with the same title, and the body similarity evidence is strong. The canonical choice of issue 46984 is also conservative, since it has slightly more discussion activity (2 vs 0). The soft-edge acceptance is supported by the available evidence and does not overstate certainty." }, "evaluator_used": true, "retried": false, @@ -22678,7 +22940,7 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "381b90858d0787cd8f13926cfbe1d68fda3dc0f9c8d71c0c13c9d559e06d422d", + "prepared_review_unit_hash": "ba78646b4969a270376f9f69fc3e23f3ecaa548e707568f0e1636a7a978e4ac6", "component_budget": { "node_count": 2, "item_count": 2, @@ -22700,18 +22962,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are thematically similar\u2014both describe AI/transformer-based automated vulnerability discovery\u2014but they read more like related article/proposal writeups than the same concrete bug or request. I would not merge them as duplicates.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 47007 is the more detailed and specific of the two, so it is the better representative if one must be chosen.", + "summary": "The two issues are thematically similar research-style writeups about AI-assisted vulnerability discovery, but they do not describe the same concrete bug, feature request, or actionable change. They look like separate discussion posts rather than duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #47015 is the broader, more direct framing of an AI-automated cybersecurity vulnerability discovery system, while #47007 is a lessons-learned style writeup about building such systems. If one must be chosen as the canonical issue, #47015 is the cleaner umbrella topic.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47007 is the best issue for the cluster because it is more descriptive and grounded in a concrete framing, while 47015 is more generic.", + "best_issue_reason": "#47015 is the best representative because its title most clearly captures the core subject without narrowing it to a retrospective angle. It is the better anchor for related discussion.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "They share a broad topic, but the titles suggest different writeups/angles on AI-driven vulnerability discovery rather than the same underlying issue." + "reason": "They overlap in topic, but the titles and likely intents differ: one is a lessons-from-using-LLMs article, the other is a novel application/system concept. This is not enough to treat them as the same underlying issue." } ] }, @@ -22741,12 +23003,12 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "87d1186c44aa7cad96c001430c0e2768f181bd3d12594f16624886d344f0095b", + "prepared_review_unit_hash": "51e296bb76ce92550ee93e51f39f67a676824ff215fc1d6dc47c745199101afd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1591, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22754,7 +23016,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1591, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -22763,27 +23025,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are very likely duplicates: they have the same title, the same body length, and a soft-similarity signal. However, they are not fully indistinguishable because the metadata differs (created_at, discussion_activity, and inbound_references), so this should be treated as a likely duplicate rather than a certainty.", - "confidence": 0.89, - "canonical_issue_reason": "#47138 is the best canonical issue because it is the earlier report and has the lower issue number, while the two issues otherwise appear to describe the same bug.", + "summary": "The two issues are effectively duplicates: same title, same likely body, same reported behavior, and no distinguishing metadata. Issue #47138 is the better canonical pick because it was created first and has slightly more inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "#47138 is the earliest report and has marginally higher inbound reference count, so it is the best canonical issue for this duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#47138 is the best representative issue since it appears first and is the cleaner anchor for a likely-duplicate pair.", + "best_issue_reason": "#47138 is the strongest standalone representative of this bug report because it appears first and is the most referenced of the two identical issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Same title and matching body footprint with soft-similarity evidence strongly suggest the same underlying bug report, despite minor metadata differences." + "reason": "Same title and effectively same report text, with no evidence of different scope or behavior; these are duplicates of the same issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pair does look highly similar, but the summary overstates the evidence. The packet shows the same title and body length plus a soft-similarity signal, yet there are differing metadata fields (created_at, discussion_activity, inbound_references). So \"no distinguishing metadata\" and \"same bug report\" are too strong; this should be phrased as a likely duplicate rather than a definitive one." + "accept": true, + "feedback": "The summary is grounded in the packet: the issues have identical titles, identical body lengths, close creation times, and a soft-similarity score of 1.0. The canonical pick for #47138 is also supported by its earlier timestamp and slightly higher inbound references. The verdict is conservative enough for this pair." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -22791,7 +23053,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 4, "status": "reviewed", @@ -22799,14 +23061,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-74", + "cluster_id": "cluster-40546-77", "nodes": [ "pull_request:43251", "pull_request:43254", "pull_request:44775", "pull_request:46196", "pull_request:46266", - "pull_request:46267", "pull_request:46376", "pull_request:46395", "pull_request:46836", @@ -22842,20 +23103,20 @@ "pull_request:47275", "pull_request:47284", "pull_request:47292", - "pull_request:47294", "pull_request:47295", "pull_request:47301", "pull_request:47302", "pull_request:47304", - "pull_request:47320", - "pull_request:47323" + "pull_request:47323", + "pull_request:47336", + "pull_request:47339" ], "soft_pairs": [ "pull_request:43251|pull_request:43254", "pull_request:46903|pull_request:47090", "pull_request:46903|pull_request:46958", - "pull_request:46958|pull_request:46974", "pull_request:47268|pull_request:47284", + "pull_request:46958|pull_request:46974", "pull_request:46954|pull_request:46958", "pull_request:47173|pull_request:47284", "pull_request:47202|pull_request:47204", @@ -22866,27 +23127,29 @@ "pull_request:46266|pull_request:46957", "pull_request:47077|pull_request:47212", "pull_request:47173|pull_request:47184", - "pull_request:46376|pull_request:47202", + "pull_request:47108|pull_request:47339", "pull_request:47166|pull_request:47173", + "pull_request:46376|pull_request:47202", "pull_request:47077|pull_request:47275", "pull_request:44775|pull_request:47275", + "pull_request:46990|pull_request:47336", "pull_request:46990|pull_request:47253", "pull_request:47275|pull_request:47301", "pull_request:46995|pull_request:47323", - "pull_request:47216|pull_request:47275", "pull_request:46912|pull_request:47179", + "pull_request:47216|pull_request:47275", "pull_request:46196|pull_request:47202", - "pull_request:47163|pull_request:47284", "pull_request:46912|pull_request:47284", + "pull_request:47163|pull_request:47284", "pull_request:46836|pull_request:47202", "pull_request:47003|pull_request:47204", "pull_request:46395|pull_request:47181", "pull_request:47275|pull_request:47302", "pull_request:47093|pull_request:47275", - "pull_request:46995|pull_request:47163", "pull_request:46196|pull_request:47210", - "pull_request:46912|pull_request:47082", + "pull_request:46995|pull_request:47163", "pull_request:47163|pull_request:47173", + "pull_request:46912|pull_request:47082", "pull_request:44775|pull_request:47301", "pull_request:47204|pull_request:47295", "pull_request:46196|pull_request:46995", @@ -22894,274 +23157,306 @@ "pull_request:47077|pull_request:47301", "pull_request:44775|pull_request:47077", "pull_request:46376|pull_request:46995", - "pull_request:47294|pull_request:47320", - "pull_request:46995|pull_request:47181", - "pull_request:46267|pull_request:47181", - "pull_request:47093|pull_request:47181", - "pull_request:47166|pull_request:47292" + "pull_request:46995|pull_request:47181" ], - "prepared_review_unit_hash": "beb296752a1fb7e7301372841b5df0c735678acf9af4b4a51c2035579f200f2f", + "prepared_review_unit_hash": "27ac682a84c9761c3417d4480afc32c13a7791225ea4bb8f1e2312370e721752", "component_budget": { - "node_count": 74, - "item_count": 74, - "soft_pair_count": 208, - "serialized_chars": 259540, - "estimated_input_tokens": 64885, - "estimated_eval_tokens": 130026 + "node_count": 77, + "item_count": 77, + "soft_pair_count": 215, + "serialized_chars": 267466, + "estimated_input_tokens": 66867, + "estimated_eval_tokens": 133990 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 48, - "serialized_chars": 127335, - "estimated_input_tokens": 31834, - "estimated_eval_tokens": 63924 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 46, + "serialized_chars": 122949, + "estimated_input_tokens": 30738, + "estimated_eval_tokens": 61732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: model additions, docs edits, CI/workflow tweaks, and unrelated test fixes. The only clear duplicate-like subgroup is the CohereASR training-loss double-shift fixes, plus one small fixed_cross_entropy kwargs/API overlap.", - "confidence": 0.87, + "summary": "Mostly unrelated PRs. The only clear duplicate-like pairs are the fixed_cross_entropy kwargs fix and the CohereASR double-shift loss fixes; the rest are loose topical overlaps (docs, model support, tests, exporters, infra).", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR covers the whole set, but 47090 is the cleanest canonical representative of the real duplicate subgroup: it is narrowly scoped to the CohereASR loss double-shift bug and keeps the intended loss path intact.", + "canonical_pr_reason": "If a single PR must be treated as canonical, 47090 is the cleanest focused bug fix in the set: it targets the CohereASR double-shift loss path directly and keeps the intended loss-reduction behavior, while the other CohereASR PRs are broader or alternate implementations.", "best_issue_reason": null, - "best_pr_reason": "47090 is the best overall representative for triage because it is the most focused, issue-linked version of the CohereASR duplicate cluster and avoids the extra unrelated PPFormulaNet scope in 46903.", + "best_pr_reason": "47090 is the strongest representative PR overall because it is a focused, issue-linked fix for a concrete code-path bug rather than a broad docs/model-support change.", "soft_edge_verdicts": [ { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same fixed_cross_entropy API expansion: both forward supported cross_entropy kwargs into nn.functional.cross_entropy on the same code path." + "reason": "Same helper fix: both add supported kwargs to fixed_cross_entropy and forward them to nn.functional.cross_entropy for the same bug." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug in the same forward/loss path; 46903 just bundles an extra PPFormulaNet fix." + "reason": "Same underlying CohereASR training-loss double-shift bug in the same forward path; 47090 is just a cleaner rework of the same fix." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR loss bug and same fix location; the implementation differs, but the underlying change is the same." + "reason": "Both correct CohereASR's loss computation to avoid shifting labels twice; same concrete bug, different implementation style." }, { - "left": "pull_request:46958", - "right": "pull_request:46974", + "left": "pull_request:47268", + "right": "pull_request:47284", "accept": false, - "reason": "Different problems: CohereASR loss handling vs a MusicGen generate typo." + "reason": "Different models and different test failures; only share a vague 'fix failing tests' theme." }, { - "left": "pull_request:47268", - "right": "pull_request:47284", + "left": "pull_request:46958", + "right": "pull_request:46974", "accept": false, - "reason": "Unrelated test failures in different models (Zaya vs MIMO V2 Flash)." + "reason": "CohereASR loss fix vs a Musicgen generate typo; unrelated code paths." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Pytest v9 fp32-module compatibility vs CohereASR loss shifting; different bugs and code paths." + "reason": "Pytest v9 fp32-module compatibility change vs CohereASR loss semantics; unrelated changes." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "Both are test-related, but for different models and different failure modes." + "reason": "XPU expectation updates for different model tests; no shared bug or code path." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both touch CI/docker infrastructure, but one deletes a workflow and the other adds exporter test deps; not the same change." + "reason": "Both touch CI/docker, but one removes a builder and the other adds exporter dependencies; not the same change." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Different model test updates (MIMO V2 Flash vs TipsV2 DPT)." + "reason": "Different model test fixes for different architectures; no shared underlying bug." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Doc-builder comment cleanup vs deleting the docker image builder; unrelated scope." + "reason": "Dependabot comment tweak vs docker image-builder removal; unrelated." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Dockerfile dependency additions for exporter tests vs Executorch exporter code fixes; different artifacts and bugs." + "reason": "Exporter dependency setup in torch-light vs Executorch exporter code fixes; different concrete problems." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs PRs, but one adds DistilBERT translation while the other is a wording cleanup; not the same change." + "reason": "Both are Japanese docs edits, but one adds DistilBERT docs while the other is a wording cleanup; not the same change." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "DINO conversion/model-standardization work vs finegrained FP8 kernel decode optimization; unrelated code paths." + "reason": "Different subsystems: DINO conversion/model support vs DeepGEMM/FP8 kernel work." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Unrelated documentation changes: Japanese DistilBERT docs vs quantized-cache docs." + "reason": "DistilBERT translation docs vs KV-cache documentation updates; unrelated." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "Different test suites for different models and accelerators; only broadly both are expectation edits." + "reason": "Both are test adjustments, but for different models and different accelerator coverage." }, { - "left": "pull_request:46376", - "right": "pull_request:47202", + "left": "pull_request:47108", + "right": "pull_request:47339", "accept": false, - "reason": "Continuous batching multimodal support vs removing a CI docker builder; unrelated." + "reason": "Doc-builder comment cleanup vs benchmark workflow dependency pinning; different CI concerns." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Quantization test extensions vs XPU expectation updates; different test targets and failure modes." + "reason": "Quantization test updates vs XPU expectation fixes; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Continuous batching multimodal work vs docker builder removal; no shared code-path bug." }, { "left": "pull_request:47077", "right": "pull_request:47275", "accept": false, - "reason": "Japanese docs updates vs adding a new EfficientViT-SAM model; unrelated." + "reason": "Japanese docs translation vs new model support; unrelated." }, { "left": "pull_request:44775", "right": "pull_request:47275", "accept": false, - "reason": "Docs/navigation update for N-D parallelism vs a new model addition; different workstreams." + "reason": "N-D parallelism docs reshuffle vs EfficientViT-SAM model addition; unrelated." + }, + { + "left": "pull_request:46990", + "right": "pull_request:47336", + "accept": false, + "reason": "Both mention offloading/FSDP-adjacent behavior, but they fix different failure modes in different save/orchestration paths." }, { "left": "pull_request:46990", "right": "pull_request:47253", "accept": false, - "reason": "FSDP orchestration/loading-save changes vs tensor-parallel validation for lm_heads; both distributed features, but not the same fix." + "reason": "FSDP orchestration/save-load changes vs tensor-parallel validation; different code paths." }, { "left": "pull_request:47275", "right": "pull_request:47301", "accept": false, - "reason": "New model support vs assisted-decoding/MTP docs; unrelated." + "reason": "New model support vs assisted-decoding docs; unrelated." }, { "left": "pull_request:46995", "right": "pull_request:47323", "accept": false, - "reason": "Flash-linear-attention availability on MLU vs DeepGEMM multi-device fixes; different integrations." + "reason": "Flash-linear-attention availability check vs DeepGEMM multi-device handling; different integration points." }, { - "left": "pull_request:47216", - "right": "pull_request:47275", + "left": "pull_request:46912", + "right": "pull_request:47179", "accept": false, - "reason": "Compressed-tensors fp8 support vs EfficientViT-SAM model addition; unrelated." + "reason": "RoPE tests vs Granite-SWA model support; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47179", + "left": "pull_request:47216", + "right": "pull_request:47275", "accept": false, - "reason": "RoPE test improvements vs Granite-swa model support; unrelated." + "reason": "Compressed-tensors fp8 docs/code vs EfficientViT-SAM model support; unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "wav2vec2 SDPA dispatch support vs docker builder removal; unrelated." + "reason": "SDPA dispatch support vs docker/image-builder cleanup; unrelated." }, { - "left": "pull_request:47163", + "left": "pull_request:46912", "right": "pull_request:47284", "accept": false, - "reason": "Paged-attention XPU tests vs MIMO V2 Flash fix; different areas." + "reason": "RoPE testing vs MIMO V2 Flash test fixes; unrelated." }, { - "left": "pull_request:46912", + "left": "pull_request:47163", "right": "pull_request:47284", "accept": false, - "reason": "RoPE test coverage vs MIMO V2 Flash fix; different code paths." + "reason": "Paged-attention XPU tests vs MIMO V2 Flash fixes; unrelated." }, { "left": "pull_request:46836", "right": "pull_request:47202", "accept": false, - "reason": "Unlimited OCR model support vs docker workflow deletion; unrelated." + "reason": "Unlimited OCR model addition vs docker builder removal; unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47204", "accept": false, - "reason": "OpenVINO exporter implementation vs exporter-test docker deps; related domain, but different underlying changes." + "reason": "OpenVINO exporter implementation vs torch-light dependency packaging; not the same bug/change." }, { "left": "pull_request:46395", "right": "pull_request:47181", "accept": false, - "reason": "Param2MoE model support vs Cosmos3 Edge model support; different model architectures." + "reason": "Two separate new model-support PRs for different architectures; not duplicates." }, { - "left": "pull_request:46267", - "right": "pull_request:47181", + "left": "pull_request:47093", + "right": "pull_request:47275", "accept": false, - "reason": "Serve chat parsing updates vs Cosmos3 Edge model support; unrelated." + "reason": "OpenPangu-V2 model support vs EfficientViT-SAM model support; different additions." }, { - "left": "pull_request:47093", - "right": "pull_request:47181", + "left": "pull_request:46196", + "right": "pull_request:47210", "accept": false, - "reason": "OpenPangu-V2 model addition vs Cosmos3 Edge model addition; different models and code." + "reason": "Both are attention-related, but one is wav2vec2 SDPA dispatch and the other is packed-row varlen SDPA; different fixes." }, { - "left": "pull_request:47294", - "right": "pull_request:47320", + "left": "pull_request:46995", + "right": "pull_request:47163", "accept": false, - "reason": "Kernel-native causal_conv1d integration vs response_schema deprecation; unrelated." + "reason": "Flash-linear-attention availability vs paged-attention tests; unrelated." }, { - "left": "pull_request:47204", - "right": "pull_request:47295", + "left": "pull_request:47163", + "right": "pull_request:47173", "accept": false, - "reason": "Exporter test dependency changes in docker vs DiffusionGemma mask-casting fix; different problems." + "reason": "Different XPU-related test updates for different models; not the same bug." }, { - "left": "pull_request:47302", + "left": "pull_request:46912", + "right": "pull_request:46958", + "accept": false, + "reason": "RoPE test work vs CohereASR loss fix; unrelated." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47302", + "accept": false, + "reason": "Model-support PR vs tokenizers docs wording/fallback docs; unrelated." + }, + { + "left": "pull_request:47077", "right": "pull_request:47304", "accept": false, - "reason": "Tokenizers-backend fallback docs vs MPS graph-cache docs; unrelated documentation changes." + "reason": "Japanese translation docs vs MPS graph-cache docs; unrelated." }, { - "left": "pull_request:47210", - "right": "pull_request:46196", + "left": "pull_request:47077", + "right": "pull_request:47301", "accept": false, - "reason": "Packed SDPA varlen routing vs wav2vec2 SDPA dispatch; both attention-related but distinct features." + "reason": "Japanese docs translation vs assisted-decoding/MTP docs; unrelated." }, { - "left": "pull_request:47166", - "right": "pull_request:47292", + "left": "pull_request:47275", + "right": "pull_request:47304", "accept": false, - "reason": "Quantization test tweaks vs XPU expectations for TipsV2 DPT; different tests and targets." + "reason": "EfficientViT-SAM model support vs MPS docs cleanup; unrelated." }, { - "left": "pull_request:47268", - "right": "pull_request:47284", + "left": "pull_request:47295", + "right": "pull_request:47301", "accept": false, - "reason": "Zaya test fixes vs MIMO V2 Flash test fixes; unrelated." + "reason": "DiffusionGemma mask dtype fix vs MTP docs; unrelated." }, { - "left": "pull_request:46958", - "right": "pull_request:47090", - "accept": true, - "reason": "Same CohereASR double-shift bug in the same loss path; just different implementation styles." + "left": "pull_request:47253", + "right": "pull_request:47336", + "accept": false, + "reason": "Tensor-parallel validation vs offloaded-model save logic; different features." + }, + { + "left": "pull_request:47302", + "right": "pull_request:47304", + "accept": false, + "reason": "Two separate doc-only edits with no shared underlying bug." + }, + { + "left": "pull_request:47323", + "right": "pull_request:47336", + "accept": false, + "reason": "DeepGEMM multi-device fix vs fully-offloaded save fix; different problems." } ] }, @@ -23175,7 +23470,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 34, + "component_count": 33, "review_unit_index": 2, "review_unit_count": 4, "status": "reviewed", @@ -23183,15 +23478,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-74", + "cluster_id": "cluster-40546-77", "nodes": [ "pull_request:43451", "pull_request:44517", "pull_request:44775", "pull_request:46196", "pull_request:46266", + "pull_request:46267", "pull_request:46376", - "pull_request:46658", "pull_request:46836", "pull_request:46895", "pull_request:46912", @@ -23210,7 +23505,6 @@ "pull_request:47175", "pull_request:47179", "pull_request:47181", - "pull_request:47184", "pull_request:47204", "pull_request:47210", "pull_request:47216", @@ -23219,6 +23513,7 @@ "pull_request:47253", "pull_request:47275", "pull_request:47291", + "pull_request:47292", "pull_request:47294", "pull_request:47298", "pull_request:47301", @@ -23227,440 +23522,459 @@ "pull_request:47306", "pull_request:47320", "pull_request:47322", - "pull_request:47323" + "pull_request:47336", + "pull_request:47338" ], "soft_pairs": [ + "pull_request:47294|pull_request:47320", + "pull_request:47166|pull_request:47292", + "pull_request:46267|pull_request:47181", + "pull_request:47093|pull_request:47181", "pull_request:44517|pull_request:46376", "pull_request:46836|pull_request:47275", "pull_request:46266|pull_request:47301", - "pull_request:44775|pull_request:47181", "pull_request:44775|pull_request:47304", + "pull_request:44775|pull_request:47181", "pull_request:47093|pull_request:47143", "pull_request:47082|pull_request:47210", "pull_request:47093|pull_request:47163", "pull_request:47082|pull_request:47108", "pull_request:46266|pull_request:47216", "pull_request:47108|pull_request:47301", + "pull_request:46266|pull_request:47336", "pull_request:46376|pull_request:47291", "pull_request:47082|pull_request:47275", - "pull_request:47179|pull_request:47210", "pull_request:46196|pull_request:47179", - "pull_request:46990|pull_request:47181", + "pull_request:47179|pull_request:47210", "pull_request:47078|pull_request:47275", "pull_request:46912|pull_request:46990", + "pull_request:47218|pull_request:47338", + "pull_request:46990|pull_request:47181", "pull_request:47175|pull_request:47179", "pull_request:47210|pull_request:47302", "pull_request:47077|pull_request:47302", "pull_request:47082|pull_request:47216", + "pull_request:46990|pull_request:47338", "pull_request:47163|pull_request:47179", - "pull_request:46990|pull_request:47306", "pull_request:47108|pull_request:47302", "pull_request:46836|pull_request:47218", + "pull_request:47275|pull_request:47336", "pull_request:46376|pull_request:47218", "pull_request:47210|pull_request:47304", "pull_request:46957|pull_request:47216", - "pull_request:47108|pull_request:47216", - "pull_request:43451|pull_request:46990", + "pull_request:47069|pull_request:47338", + "pull_request:44775|pull_request:46836", + "pull_request:47294|pull_request:47338", "pull_request:46912|pull_request:47078", + "pull_request:47113|pull_request:47338", "pull_request:47113|pull_request:47204", "pull_request:47179|pull_request:47301", - "pull_request:47218|pull_request:47304", "pull_request:47166|pull_request:47218", - "pull_request:47163|pull_request:47218", + "pull_request:47218|pull_request:47304", "pull_request:47216|pull_request:47302", + "pull_request:47302|pull_request:47336", "pull_request:46266|pull_request:46376", "pull_request:47243|pull_request:47253", "pull_request:46912|pull_request:47294", "pull_request:47143|pull_request:47320", "pull_request:47175|pull_request:47294", - "pull_request:46895|pull_request:47306", "pull_request:46196|pull_request:46376", + "pull_request:46895|pull_request:47306", "pull_request:46196|pull_request:47301", "pull_request:47253|pull_request:47294", "pull_request:47069|pull_request:47113", "pull_request:47275|pull_request:47304", - "pull_request:47078|pull_request:47322", "pull_request:44517|pull_request:47181", "pull_request:44517|pull_request:47301", + "pull_request:47078|pull_request:47322", "pull_request:47078|pull_request:47243", - "pull_request:43451|pull_request:46266", - "pull_request:43451|pull_request:44517", + "pull_request:46912|pull_request:47338", "pull_request:46912|pull_request:47291", "pull_request:47113|pull_request:47304", - "pull_request:44517|pull_request:47143", + "pull_request:43451|pull_request:44517", "pull_request:47069|pull_request:47302", + "pull_request:44517|pull_request:47143", "pull_request:47243|pull_request:47294", + "pull_request:47210|pull_request:47291", "pull_request:46895|pull_request:47298", - "pull_request:47294|pull_request:47306", - "pull_request:46957|pull_request:47301", - "pull_request:47113|pull_request:47175", - "pull_request:47113|pull_request:47243", - "pull_request:46658|pull_request:47302", - "pull_request:46895|pull_request:47323", - "pull_request:47113|pull_request:47275", - "pull_request:46658|pull_request:47275", - "pull_request:47069|pull_request:47175", - "pull_request:46912|pull_request:47253", - "pull_request:47184|pull_request:47301" + "pull_request:46957|pull_request:47301" ], - "prepared_review_unit_hash": "e62e0ec94cb8e869324cfc50201cd4521f89a81b8101177ca33453128c61dc9b", + "prepared_review_unit_hash": "e63970b3762212a6e59fec2a58379e4ec9c61a7e0e2b5ab517dccbf242a212b8", "component_budget": { - "node_count": 74, - "item_count": 74, - "soft_pair_count": 208, - "serialized_chars": 259540, - "estimated_input_tokens": 64885, - "estimated_eval_tokens": 130026 + "node_count": 77, + "item_count": 77, + "soft_pair_count": 215, + "serialized_chars": 267466, + "estimated_input_tokens": 66867, + "estimated_eval_tokens": 133990 }, "budget": { - "node_count": 43, - "item_count": 43, + "node_count": 44, + "item_count": 44, "soft_pair_count": 72, - "serialized_chars": 130430, - "estimated_input_tokens": 32608, - "estimated_eval_tokens": 65472 + "serialized_chars": 131237, + "estimated_input_tokens": 32810, + "estimated_eval_tokens": 65876 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated model additions, docs-only edits, test-only updates, and distinct bugfixes across different code paths. There is no clear duplicate center, so I would not collapse it to a single canonical PR or issue.", - "confidence": 0.95, + "summary": "No duplicate cluster here: the PRs span unrelated model additions, docs-only edits, test updates, and infra fixes. None of the soft edges should be merged.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the items are heterogeneous and do not describe one duplicated change or bugfix.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "If a representative PR is needed, 47181 is the clearest standalone feature PR with code, docs, and tests, but it is not a duplicate anchor for the rest of the cluster.", "soft_edge_verdicts": [ + { + "left": "pull_request:47294", + "right": "pull_request:47320", + "accept": false, + "reason": "Kernel-native causal_conv1d support and response_schema deprecation are unrelated changes in different subsystems." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47292", + "accept": false, + "reason": "These are separate test-only updates for different models/backends, not the same failure or code path." + }, + { + "left": "pull_request:46267", + "right": "pull_request:47181", + "accept": false, + "reason": "Serve chat parsing refactor is unrelated to adding Cosmos3 Edge model support." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47181", + "accept": false, + "reason": "Both add model support and touch auto registries, but they are different models with different implementations and tests." + }, { "left": "pull_request:44517", "right": "pull_request:46376", "accept": false, - "reason": "Qwen3 TTS model addition vs continuous batching multimodal support; different features and code paths." + "reason": "Qwen3 TTS model addition and continuous-batching multimodal support are different features, not one fix." }, { "left": "pull_request:46836", "right": "pull_request:47275", "accept": false, - "reason": "Unlimited OCR support vs EfficientViTSAM model support; unrelated model implementations." + "reason": "Unlimited OCR and EfficientViT-SAM are separate model integrations with no shared bug or code path." }, { "left": "pull_request:46266", "right": "pull_request:47301", "accept": false, - "reason": "DINO modernization/conversion work vs MTP docs; unrelated change types and targets." + "reason": "DINO conversion/modernization changes are unrelated to assisted-decoding documentation for MTP." }, { "left": "pull_request:44775", - "right": "pull_request:47181", + "right": "pull_request:47304", "accept": false, - "reason": "Docs reorg for parallelism vs Cosmos3 Edge model support; no shared underlying bug." + "reason": "Distributed-training docs cleanup and MPS graph-cache docs cleanup are unrelated documentation edits." }, { "left": "pull_request:44775", - "right": "pull_request:47304", + "right": "pull_request:47181", "accept": false, - "reason": "Docs reorg vs MPS graph-cache doc cleanup; only both are docs, not the same change." + "reason": "They only both touch docs/navigation; one is distributed-training docs, the other is a model support PR." }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "OpenPangu-V2 model support vs NeuCodec support; different models and files." + "reason": "OpenPangu-V2 and NeuCodec are different model additions with distinct files, configs, and tests." }, { "left": "pull_request:47082", "right": "pull_request:47210", "accept": false, - "reason": "RoMa model support vs packed-SDPA routing; unrelated model addition and runtime optimization." + "reason": "RoMa model support and packed-SDPA routing are unrelated features in different areas." }, { "left": "pull_request:47093", "right": "pull_request:47163", "accept": false, - "reason": "OpenPangu-V2 model support vs paged-attention XPU test coverage; unrelated scope." + "reason": "OpenPangu-V2 model support and XPU paged-attention tests do not fix the same underlying issue." }, { "left": "pull_request:47082", "right": "pull_request:47108", "accept": false, - "reason": "RoMa model support vs a doc-builder comment tweak; no shared bug or change path." + "reason": "RoMa model support and doc-builder pin-comment cleanup are unrelated changes." }, { "left": "pull_request:46266", "right": "pull_request:47216", "accept": false, - "reason": "DINO conversion/mapping work vs compressed-tensors fp8 support; different quantization/model areas." + "reason": "DINO model conversion work and compressed-tensors FP8 quantization support are separate conversion/quantization efforts." }, { "left": "pull_request:47108", "right": "pull_request:47301", "accept": false, - "reason": "Doc-builder pin comment change vs MTP docs; unrelated documentation edits." + "reason": "Doc-builder pin comment cleanup and MTP docs are unrelated documentation changes." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47336", + "accept": false, + "reason": "DINO modernization and offloaded-model saving are unrelated code paths." }, { "left": "pull_request:46376", "right": "pull_request:47291", "accept": false, - "reason": "Multimodal continuous batching feature vs deprecating CB config; related theme but not same concrete change." + "reason": "Multimodal continuous batching and deprecating generation CB config are different batching changes, not one bugfix." }, { "left": "pull_request:47082", "right": "pull_request:47275", "accept": false, - "reason": "RoMa vs EfficientViTSAM are different model additions with separate codebases." - }, - { - "left": "pull_request:47179", - "right": "pull_request:47210", - "accept": false, - "reason": "Granite-swa model support vs SDPA packed-row attention routing; unrelated." + "reason": "RoMa and EfficientViT-SAM are different model additions with no shared implementation bug." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "SDPA dispatch support for wav2vec2-family audio models vs Granite-swa model support; different problems." + "reason": "SDPA dispatch for wav2vec2-family audio models and Granite SWA model support are unrelated." }, { - "left": "pull_request:46990", - "right": "pull_request:47181", + "left": "pull_request:47179", + "right": "pull_request:47210", "accept": false, - "reason": "FSDP orchestration/loading changes vs Cosmos3 Edge model support; not the same bug or feature." + "reason": "Granite SWA model support and packed SDPA routing are unrelated feature changes." }, { "left": "pull_request:47078", "right": "pull_request:47275", "accept": false, - "reason": "Japanese docs wording cleanup vs EfficientViTSAM model support; unrelated." + "reason": "Japanese doc wording updates and EfficientViT-SAM model support are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:46990", "accept": false, - "reason": "RoPE test updates vs FSDP orchestration; different areas and no concrete duplicate." + "reason": "RoPE test expansion and FSDP orchestration/loading-saving are different areas and not the same bug." }, { - "left": "pull_request:47175", - "right": "pull_request:47179", + "left": "pull_request:47218", + "right": "pull_request:47338", "accept": false, - "reason": "Olmo3 CI expectation tweaks vs Granite-swa model support; unrelated test and model changes." + "reason": "Image-loading test refactors and read-only filesystem fallback are unrelated test/infrastructure changes." }, { - "left": "pull_request:47210", - "right": "pull_request:47302", + "left": "pull_request:46990", + "right": "pull_request:47181", "accept": false, - "reason": "Packed SDPA runtime path vs fast-tokenizers docs fallback wording; no shared code path." + "reason": "FSDP orchestration work and Cosmos3 Edge model support do not overlap in behavior or code path." }, { - "left": "pull_request:47077", - "right": "pull_request:47302", + "left": "pull_request:47175", + "right": "pull_request:47179", "accept": false, - "reason": "Japanese DistilBERT docs vs fast-tokenizers docs; both docs, but unrelated content." + "reason": "Olmo3 CI expectation updates and Granite SWA model support are unrelated." }, { - "left": "pull_request:47216", + "left": "pull_request:47210", "right": "pull_request:47302", "accept": false, - "reason": "Compressed-tensors fp8 implementation vs tokenizer docs formatting; unrelated." + "reason": "Packed SDPA routing and tokenizer backend fallback docs address different subsystems." }, { - "left": "pull_request:47082", - "right": "pull_request:47216", + "left": "pull_request:47077", + "right": "pull_request:47302", "accept": false, - "reason": "RoMa keypoint matcher vs compressed-tensors fp8; different model and quantization domains." + "reason": "Japanese DistilBERT docs translation and tokenizer backend fallback docs are unrelated." }, { - "left": "pull_request:46912", + "left": "pull_request:47082", "right": "pull_request:47216", "accept": false, - "reason": "RoPE testing work vs compressed-tensors fp8; not the same fix." + "reason": "RoMa model support and compressed-tensors FP8 work are separate features." }, { - "left": "pull_request:47113", - "right": "pull_request:47204", - "accept": false, - "reason": "Audio feature/proc requirements cleanup vs torch-light exporter dependencies; unrelated support changes." - }, - { - "left": "pull_request:47179", - "right": "pull_request:47301", - "accept": false, - "reason": "Granite-swa model support vs MTP docs; different artifact types and code paths." - }, - { - "left": "pull_request:47218", - "right": "pull_request:47304", - "accept": false, - "reason": "Test image-loading refactor vs MPS graph-cache docs cleanup; unrelated." - }, - { - "left": "pull_request:47166", - "right": "pull_request:47218", + "left": "pull_request:46957", + "right": "pull_request:47302", "accept": false, - "reason": "Quantization test expectation updates vs image-loading test refactor; separate test adjustments." + "reason": "Finegrained FP8 decode optimization and tokenizer backend fallback docs are unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47218", + "left": "pull_request:47253", + "right": "pull_request:47294", "accept": false, - "reason": "Paged-attention XPU test support vs image-loading test refactor; unrelated test suites." + "reason": "Tensor-parallel lm_head validation and kernel-native causal_conv1d functions are different integration fixes." }, { - "left": "pull_request:47216", - "right": "pull_request:47302", + "left": "pull_request:46912", + "right": "pull_request:47338", "accept": false, - "reason": "Compressed-tensors fp8 implementation vs tokenizer docs fallback wording; not the same change." + "reason": "RoPE test updates and xet read-only-cache fallback are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:46376", + "left": "pull_request:47113", + "right": "pull_request:47338", "accept": false, - "reason": "DINO modernization vs continuous batching multimodal support; unrelated model/infrastructure work." + "reason": "Audio feature/proc requirements and hub download fallback are separate infrastructure fixes." }, { - "left": "pull_request:47243", - "right": "pull_request:47253", + "left": "pull_request:47113", + "right": "pull_request:47204", "accept": false, - "reason": "ExecuTorch exporter fixes vs tensor-parallel LM-head planning; different exporter/runtime issues." + "reason": "Audio feature/proc requirements and torch-light exporter dependencies are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47294", + "left": "pull_request:47179", + "right": "pull_request:47301", "accept": false, - "reason": "RoPE tests vs kernel-native causal_conv1d functions; unrelated validation and kernel integration work." + "reason": "Granite SWA model support and MTP docs are different features with no shared code path." }, { - "left": "pull_request:47143", - "right": "pull_request:47320", + "left": "pull_request:47078", + "right": "pull_request:47275", "accept": false, - "reason": "NeuCodec model support vs response-schema deprecation; unrelated features." + "reason": "Japanese wording cleanup and EfficientViT-SAM model support are unrelated." }, { - "left": "pull_request:47175", - "right": "pull_request:47294", + "left": "pull_request:46836", + "right": "pull_request:47218", "accept": false, - "reason": "Olmo3 CI updates vs kernel-native causal_conv1d functions; no shared code path." + "reason": "Unlimited OCR model integration and image-loading test refactors are unrelated." }, { - "left": "pull_request:46895", - "right": "pull_request:47306", + "left": "pull_request:46376", + "right": "pull_request:47218", "accept": false, - "reason": "CohereASR loss-shift fix vs Neuron training experiments; unrelated bugfix and experimental scripts." + "reason": "Continuous batching internals and image-loading test refactors do not fix the same issue." }, { - "left": "pull_request:46196", - "right": "pull_request:46376", + "left": "pull_request:47210", + "right": "pull_request:47304", "accept": false, - "reason": "SDPA dispatch support vs multimodal continuous batching; separate generation/modeling areas." + "reason": "Packed SDPA routing and MPS graph-cache docs are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:47301", + "left": "pull_request:46957", + "right": "pull_request:47302", "accept": false, - "reason": "SDPA dispatch support vs MTP docs; unrelated runtime support and documentation." + "reason": "Finegrained FP8 generation internals and tokenizer backend fallback docs are unrelated." }, { - "left": "pull_request:47253", - "right": "pull_request:47294", + "left": "pull_request:47069", + "right": "pull_request:47338", "accept": false, - "reason": "Tensor-parallel validation vs kernel-native causal_conv1d functions; different subsystems." + "reason": "num_labels typing behavior and xet read-only fallback are unrelated." }, { - "left": "pull_request:47069", - "right": "pull_request:47113", + "left": "pull_request:44775", + "right": "pull_request:46836", "accept": false, - "reason": "num_labels type/nullability fix vs audio requirements cleanup; unrelated utility changes." + "reason": "Distributed-training docs and Unlimited OCR model support are unrelated." }, { - "left": "pull_request:47275", - "right": "pull_request:47304", + "left": "pull_request:47294", + "right": "pull_request:47338", "accept": false, - "reason": "EfficientViTSAM model support vs MPS graph-cache docs; unrelated." + "reason": "Kernel-native causal_conv1d functions and xet read-only-cache handling are unrelated." }, { - "left": "pull_request:47078", - "right": "pull_request:47322", + "left": "pull_request:46912", + "right": "pull_request:47291", "accept": false, - "reason": "Japanese wording/docs cleanup vs AMD Quark quantization config changes; unrelated." + "reason": "RoPE test updates and deprecating continuous-batching config are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47181", + "left": "pull_request:47113", + "right": "pull_request:47304", "accept": false, - "reason": "Qwen3 TTS model addition vs Cosmos3 Edge model support; different models." + "reason": "Audio feature/proc requirements and MPS graph-cache docs are unrelated." }, { - "left": "pull_request:44517", - "right": "pull_request:47301", + "left": "pull_request:43451", + "right": "pull_request:44517", "accept": false, - "reason": "Qwen3 TTS model addition vs MTP docs; unrelated model support and docs." + "reason": "Molmo2 and Qwen3-TTS are distinct model additions with separate code, docs, and tests." }, { "left": "pull_request:47078", - "right": "pull_request:47243", + "right": "pull_request:47322", "accept": false, - "reason": "Japanese wording cleanup vs ExecuTorch exporter fixes; unrelated." + "reason": "Japanese wording cleanup and AMD Quark config changes are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46266", + "left": "pull_request:47078", + "right": "pull_request:47243", "accept": false, - "reason": "Molmo2 model addition vs DINO conversion modernization; different model families." + "reason": "Japanese wording cleanup and Executorch exporter fixes are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:44517", + "left": "pull_request:46912", + "right": "pull_request:47338", "accept": false, - "reason": "Molmo2 vs Qwen3 TTS are separate model additions with no shared bug/change." + "reason": "RoPE test tuning and xet EROFS fallback are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47291", "accept": false, - "reason": "RoPE tests vs deprecating continuous-batching config; unrelated testing vs config migration." + "reason": "RoPE testing changes and deprecating CB config are unrelated." }, { "left": "pull_request:47113", "right": "pull_request:47304", "accept": false, - "reason": "Audio requirement fix vs MPS graph-cache docs cleanup; unrelated." + "reason": "Audio requirements handling and MPS docs cleanup are unrelated." }, { "left": "pull_request:44517", - "right": "pull_request:47143", + "right": "pull_request:47181", "accept": false, - "reason": "Qwen3 TTS model addition vs NeuCodec support; different model implementations." + "reason": "Qwen3-TTS and Cosmos3 Edge are different model additions with no shared bug or fix." }, { - "left": "pull_request:47069", - "right": "pull_request:47175", + "left": "pull_request:44517", + "right": "pull_request:47301", + "accept": false, + "reason": "Qwen3-TTS model support and MTP docs are unrelated." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47302", "accept": false, - "reason": "num_labels nullability fix vs Olmo3 CI test updates; unrelated utilities and tests." + "reason": "Japanese wording cleanup and tokenizer backend fallback docs are unrelated." }, { "left": "pull_request:47243", "right": "pull_request:47294", "accept": false, - "reason": "ExecuTorch exporter fixes vs kernel-native causal_conv1d functions; distinct exporter and kernel work." + "reason": "Executorch exporter fixes and kernel-native causal_conv1d functions are separate integration changes." }, { - "left": "pull_request:47294", - "right": "pull_request:47306", + "left": "pull_request:47243", + "right": "pull_request:47294", + "accept": false, + "reason": "Executorch exporter fixes and kernel-native causal_conv1d functions are separate integration changes." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47298", "accept": false, - "reason": "Kernel-native causal_conv1d functions vs Neuron experiments; unrelated infrastructure changes." + "reason": "Quantization test expectation updates and MI450 image loading fixes address different failures." }, { "left": "pull_request:46957", "right": "pull_request:47301", "accept": false, - "reason": "Finegrained FP8 grouped/batched tuning vs MTP docs; unrelated quantization/runtime and documentation." + "reason": "Finegrained FP8 decode optimization and MTP docs are unrelated." }, { - "left": "pull_request:47184", - "right": "pull_request:47301", + "left": "pull_request:47069", + "right": "pull_request:47338", "accept": false, - "reason": "Qwen3 Next test accelerator naming change vs MTP docs; unrelated test cleanup and documentation." + "reason": "num_labels typing fix and xet read-only fallback are unrelated." } ] }, @@ -23674,7 +23988,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 34, + "component_count": 33, "review_unit_index": 3, "review_unit_count": 4, "status": "reviewed", @@ -23682,9 +23996,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-74", + "cluster_id": "cluster-40546-77", "nodes": [ - "pull_request:40546", "pull_request:41855", "pull_request:42668", "pull_request:43251", @@ -23697,7 +24010,6 @@ "pull_request:45213", "pull_request:45655", "pull_request:46048", - "pull_request:46196", "pull_request:46376", "pull_request:46509", "pull_request:46658", @@ -23706,11 +24018,12 @@ "pull_request:46912", "pull_request:46957", "pull_request:46958", + "pull_request:46990", "pull_request:47003", "pull_request:47069", "pull_request:47077", "pull_request:47090", - "pull_request:47096", + "pull_request:47113", "pull_request:47143", "pull_request:47163", "pull_request:47166", @@ -23722,22 +24035,33 @@ "pull_request:47216", "pull_request:47243", "pull_request:47253", + "pull_request:47275", "pull_request:47291", "pull_request:47292", - "pull_request:47298", + "pull_request:47294", "pull_request:47301", "pull_request:47302", "pull_request:47304", "pull_request:47306", "pull_request:47322", - "pull_request:47323" + "pull_request:47323", + "pull_request:47336" ], "soft_pairs": [ + "pull_request:47113|pull_request:47175", + "pull_request:47113|pull_request:47243", + "pull_request:46658|pull_request:47302", + "pull_request:46895|pull_request:47323", + "pull_request:46658|pull_request:47275", + "pull_request:47069|pull_request:47336", + "pull_request:46957|pull_request:47336", + "pull_request:47069|pull_request:47175", + "pull_request:46990|pull_request:47306", + "pull_request:47294|pull_request:47306", + "pull_request:46912|pull_request:47253", "pull_request:47302|pull_request:47322", - "pull_request:47069|pull_request:47323", - "pull_request:43451|pull_request:46957", - "pull_request:46957|pull_request:47096", - "pull_request:47069|pull_request:47298", + "pull_request:47184|pull_request:47301", + "pull_request:46957|pull_request:47302", "pull_request:41855|pull_request:43424", "pull_request:41855|pull_request:43823", "pull_request:42668|pull_request:43823", @@ -23772,398 +24096,397 @@ "pull_request:47163|pull_request:47166", "pull_request:47163|pull_request:47184", "pull_request:46509|pull_request:47181", - "pull_request:46509|pull_request:47163", "pull_request:46376|pull_request:46509", + "pull_request:46509|pull_request:47163", + "pull_request:47301|pull_request:47336", "pull_request:47163|pull_request:47292", "pull_request:47291|pull_request:47322", "pull_request:46376|pull_request:47181", "pull_request:47216|pull_request:47301", + "pull_request:47216|pull_request:47336", "pull_request:43451|pull_request:46836", "pull_request:47143|pull_request:47181", "pull_request:46376|pull_request:47143", - "pull_request:46509|pull_request:46836", - "pull_request:46836|pull_request:47143", - "pull_request:46509|pull_request:47301", "pull_request:46376|pull_request:47301", + "pull_request:46509|pull_request:47301", + "pull_request:46509|pull_request:46836", "pull_request:47163|pull_request:47181", "pull_request:46376|pull_request:47163", "pull_request:47181|pull_request:47301", "pull_request:46658|pull_request:47143", "pull_request:46658|pull_request:47322", - "pull_request:47143|pull_request:47163", - "pull_request:46196|pull_request:47143", - "pull_request:47143|pull_request:47322", - "pull_request:43451|pull_request:47243", - "pull_request:43451|pull_request:47291", - "pull_request:47096|pull_request:47291", - "pull_request:47253|pull_request:47306", - "pull_request:40546|pull_request:43451", - "pull_request:43451|pull_request:47175", - "pull_request:47096|pull_request:47175", - "pull_request:47181|pull_request:47306", - "pull_request:43451|pull_request:47143", - "pull_request:43451|pull_request:47163", - "pull_request:47298|pull_request:47323", - "pull_request:43451|pull_request:46509" + "pull_request:47143|pull_request:47163" ], - "prepared_review_unit_hash": "278f59a27d2fcea1d390ca91bbdbb8389b71cdd7255e1395532ee9aa5706c4fd", + "prepared_review_unit_hash": "8d2953378d4588572a210dd09830bdd26dcffcf20351e2ce6621cd51a471335b", "component_budget": { - "node_count": 74, - "item_count": 74, - "soft_pair_count": 208, - "serialized_chars": 259540, - "estimated_input_tokens": 64885, - "estimated_eval_tokens": 130026 + "node_count": 77, + "item_count": 77, + "soft_pair_count": 215, + "serialized_chars": 267466, + "estimated_input_tokens": 66867, + "estimated_eval_tokens": 133990 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 72, - "serialized_chars": 132962, - "estimated_input_tokens": 33241, - "estimated_eval_tokens": 66738 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 68, + "serialized_chars": 133226, + "estimated_input_tokens": 33307, + "estimated_eval_tokens": 66870 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated false-positive similarities (new model additions, docs, tests, exporters, and config tweaks). The only clear duplicate subcluster is the CohereASR training-loss double-shift fix, where three PRs target the same code path and issue.", - "confidence": 0.81, + "summary": "Only the CohereASR training-loss fixes form a true duplicate cluster; the rest are mostly same-area but distinct model, docs, test, or exporter changes and should stay separate.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the best canonical PR for the only true duplicate subcluster: it is the clearest and most explicit fix for the CohereASR double-shift training-loss bug, with the same files and issue target as the earlier variants.", + "canonical_pr_reason": "PR 47090 is the clearest representative of the CohereASR double-shift bug: it explicitly describes the intended label/shift behavior, targets the shared issue, and matches the same files as the other two PRs.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best single representative of the cluster\u2019s only genuine duplicate set; the rest of the items are mostly unrelated and should not be merged together.", + "best_pr_reason": "PR 47090 is the best overall representative because it is the most explicit, technically precise version of the only real duplicate cluster in this set.", "soft_edge_verdicts": [ { - "left": "pull_request:47302", - "right": "pull_request:47322", + "left": "pull_request:47113", + "right": "pull_request:47175", "accept": false, - "reason": "Unrelated docs/tokenizer fallback vs AMD Quark quantization config changes." + "reason": "Both are test-only changes, but they cover different models and failures; not the same underlying bug." }, { - "left": "pull_request:47069", + "left": "pull_request:47113", + "right": "pull_request:47243", + "accept": false, + "reason": "Unrelated fixes: audio feature/processor requirements vs exporter symmetry issues." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47302", + "accept": false, + "reason": "New model bring-up vs docs wording/fallback; same broad area, but not the same change." + }, + { + "left": "pull_request:46895", "right": "pull_request:47323", "accept": false, - "reason": "Different fixes: num_labels None handling vs DeepGEMM multi-device behavior." + "reason": "CohereASR loss bug vs DeepGEMM multi-device handling; completely different code paths." }, { - "left": "pull_request:43451", - "right": "pull_request:46957", + "left": "pull_request:46658", + "right": "pull_request:47275", + "accept": false, + "reason": "Both are new model additions, but for different models and scaffolding; not duplicates." + }, + { + "left": "pull_request:47069", + "right": "pull_request:47336", "accept": false, - "reason": "Different model additions: Molmo2 vs FP8/v4 kernel refactor work." + "reason": "Configuration API typing change vs offloading/save logic fix; unrelated." }, { "left": "pull_request:46957", - "right": "pull_request:47096", + "right": "pull_request:47336", "accept": false, - "reason": "Different changes: FP8/batched kernel work vs Exportable Kimi exporter support." + "reason": "Different issues in different subsystems: MoE kernel optimization vs fully-offloaded save logic." }, { "left": "pull_request:47069", - "right": "pull_request:47298", + "right": "pull_request:47175", + "accept": false, + "reason": "Property typing fix vs model test CI update; not the same bug." + }, + { + "left": "pull_request:46990", + "right": "pull_request:47306", + "accept": false, + "reason": "FSDP orchestration work vs Neuron training experiments; no shared underlying change." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47306", + "accept": false, + "reason": "Kernel integration changes vs experiment scripts; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47253", "accept": false, - "reason": "Unrelated configuration property change vs MI450 image loading/runtime fixes." + "reason": "RoPE test broadening vs tensor-parallel validation; different functionality." + }, + { + "left": "pull_request:47302", + "right": "pull_request:47322", + "accept": false, + "reason": "Docs fallback wording vs Quark config class update; distinct changes." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47301", + "accept": false, + "reason": "Different doc/test updates for unrelated features." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47302", + "accept": false, + "reason": "MoE kernel optimization vs docs-only tokenizers note; not duplicates." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer method additions vs ExecuTorch dynamic-shape export test; not the same bug." + "reason": "Tokenizer method additions vs ExecuTorch dynamic-shape tests; different code paths." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API additions vs adding MobileLLM model support." + "reason": "Tokenizer method additions vs new model implementation; unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs MobileLLM model addition." + "reason": "Processor auto-loading robustness vs new model add; broad subsystem overlap only." }, { "left": "pull_request:43424", "right": "pull_request:47301", "accept": false, - "reason": "ExecuTorch export test vs assisted-decoding MTP docs; unrelated." + "reason": "ExecuTorch export test vs MTP docs; no shared fix." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model addition vs config-resolution order fix; different changes." + "reason": "New model addition vs config-resolution bug; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fix vs CLIP-like layernorm renaming; unrelated." + "reason": "Mistral4 test fixes vs layernorm rename/mapping fix; not the same bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape test vs Mistral4 test fixes; different code paths." + "reason": "Export test coverage vs model test fixes; different changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Model addition vs Falcon output-collection refactor; not a duplicate." + "reason": "New model addition vs Falcon output-interface refactor; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix vs MobileLLM addition; unrelated." + "reason": "Cross-entropy kwargs bug vs new model addition; no shared underlying issue." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes vs TDT loss kernel integration; different changes." + "reason": "Mistral4 test cleanup vs TDT kernel integration; different code paths." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch test additions vs MobileLLM addition; not the same underlying change." + "reason": "Export test coverage vs new model addition; not duplicates." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility fix vs Mistral4 tests; unrelated." + "reason": "Loss helper kwargs fix vs Mistral4 test fixes; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests vs config resolution order fix; different bugs." + "reason": "Different fixes: Mistral4 tests vs config-resolution order." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill content; unrelated." + "reason": "Falcon refactor vs model-creation skill; completely different concerns." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes vs model-creation skill PR; different scope." + "reason": "Model tests vs repository skill scaffolding; not the same bug." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs model-creation skill draft; not duplicates." + "reason": "New model addition vs repository skill scaffolding; unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift bug, same files, and same issue target; 47090 is the clearer later fix." + "reason": "Same CohereASR training-loss double-shift bug; same files and same issue target, mergeable as one fix." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss bug in the same code path; these are duplicate fixes." + "reason": "Same CohereASR double-shift loss bug with the same code path and issue target 46894." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both PRs fix the same CohereASR double-shift loss issue with the same target and files." + "reason": "Both patch the same CohereASR loss double-shift behavior in the same files." }, { "left": "pull_request:47173", "right": "pull_request:47292", "accept": false, - "reason": "Both are XPU test updates, but for different models and failures; not the same underlying bug." + "reason": "Both are XPU test updates, but for different models and failures." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Different test suites and goals: quantization coverage vs multi-accelerator device-map testing." + "reason": "Quantization test tweaks for different modules; too broad to be duplicates." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "Different RoPE-related test updates in different model files; not a single duplicate change." + "reason": "RoPE test adjustments vs Olmo3 CI expectation tuning; different fixes." }, { "left": "pull_request:47301", "right": "pull_request:47302", "accept": false, - "reason": "Docs for MTP support vs tokenizer backend fallback docs; unrelated documentation changes." + "reason": "Both docs-only, but one adds MTP guidance and the other tweaks tokenizer fallback text; unrelated." }, { "left": "pull_request:47184", "right": "pull_request:47292", "accept": false, - "reason": "Different XPU-related test adjustments for different models; not mergeable as one fix." + "reason": "Different model test updates with unrelated failure modes." }, { "left": "pull_request:47301", "right": "pull_request:47304", "accept": false, - "reason": "Assisted-decoding MTP docs vs MPS graph-cache docs; unrelated." + "reason": "MTP docs vs MPS graph-cache docs; not the same underlying change." }, { "left": "pull_request:47077", "right": "pull_request:47304", "accept": false, - "reason": "Japanese DistilBERT docs translation vs MPS docs cleanup; unrelated." + "reason": "Japanese DistilBERT translation vs MPS docs cleanup; unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Distinct new-model additions: Step3.7 Flash vs Unlimited OCR." + "reason": "Different model additions (Step 3.7 Flash vs Unlimited OCR); same category only." }, { - "left": "pull_request:46509", - "right": "pull_request:46836", + "left": "pull_request:47143", + "right": "pull_request:47181", "accept": false, - "reason": "Nemotron Omni support and Unlimited OCR support are different model integrations." + "reason": "New model support for different models; same scaffolding but not the same change." }, { "left": "pull_request:46376", - "right": "pull_request:46509", - "accept": false, - "reason": "Continuous batching multimodal support vs Nemotron Omni model support; different changes." - }, - { - "left": "pull_request:47291", - "right": "pull_request:47322", + "right": "pull_request:47181", "accept": false, - "reason": "Continuous-batching config deprecation vs AMD Quark config class rename; unrelated." + "reason": "Continuous batching multimodal support vs Cosmos3 Edge model support; different code paths." }, { - "left": "pull_request:46376", - "right": "pull_request:47181", + "left": "pull_request:46509", + "right": "pull_request:47163", "accept": false, - "reason": "Continuous batching multimodal work vs Cosmos3 Edge model support; different scopes." + "reason": "Nemotron Omni model support vs XPU paged-attention tests; unrelated." }, { - "left": "pull_request:47143", + "left": "pull_request:46509", "right": "pull_request:47181", "accept": false, - "reason": "NeuCodec support vs Cosmos3 Edge support; different models." + "reason": "Different model additions; not duplicates." }, { - "left": "pull_request:47216", + "left": "pull_request:46509", "right": "pull_request:47301", "accept": false, - "reason": "Compressed-tensors fp8 support vs assisted-decoding docs; unrelated." - }, - { - "left": "pull_request:40546", - "right": "pull_request:43451", - "accept": false, - "reason": "VibeVoice implementation vs Molmo2 model addition; different model PRs." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47291", - "accept": false, - "reason": "Molmo2 model addition vs continuous-batching config deprecation; unrelated." - }, - { - "left": "pull_request:47096", - "right": "pull_request:47291", - "accept": false, - "reason": "Exportable Kimi exporter changes vs Quark config changes; unrelated." + "reason": "Model addition vs docs on MTP; unrelated." }, { - "left": "pull_request:47323", - "right": "pull_request:47298", - "accept": false, - "reason": "DeepGEMM multi-device fix vs MI450 image-loading/model failures; different problems." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46509", + "left": "pull_request:46509", + "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 vs Nemotron Omni are separate model-addition PRs." + "reason": "Different new-model PRs; not mergeable as one change." }, { - "left": "pull_request:47143", + "left": "pull_request:47163", "right": "pull_request:47181", "accept": false, - "reason": "NeuCodec support vs Cosmos3 Edge support; different model integrations." - }, - { - "left": "pull_request:47003", - "right": "pull_request:47243", - "accept": false, - "reason": "OpenVINO exporter work vs ExecuTorch exporter fixes; different export backends and bugs." + "reason": "Test changes for different models and environments; not the same bug." }, { - "left": "pull_request:46509", - "right": "pull_request:47143", - "accept": false, - "reason": "Nemotron Omni vs NeuCodec are separate model additions." - }, - { - "left": "pull_request:46376", + "left": "pull_request:47163", "right": "pull_request:47301", "accept": false, - "reason": "Continuous batching multimodal support vs MTP docs; unrelated." + "reason": "XPU paged-attention tests vs MTP documentation; unrelated." }, { "left": "pull_request:47163", - "right": "pull_request:47166", + "right": "pull_request:47304", "accept": false, - "reason": "XPU paged-attention tests vs quantization test extension; different test targets." + "reason": "Paged-attention XPU tests vs MPS docs; different concerns." }, { "left": "pull_request:47163", - "right": "pull_request:47184", + "right": "pull_request:47292", "accept": false, - "reason": "Paged-attention XPU tests vs multi-accelerator device-map tests; unrelated." + "reason": "Different model test failures; same accelerator focus is too broad." }, { - "left": "pull_request:46509", - "right": "pull_request:47181", + "left": "pull_request:47301", + "right": "pull_request:47304", "accept": false, - "reason": "Nemotron Omni and Cosmos3 Edge are different model-support PRs." + "reason": "Two separate documentation updates for different features." }, { - "left": "pull_request:46376", - "right": "pull_request:47163", + "left": "pull_request:47216", + "right": "pull_request:47301", "accept": false, - "reason": "Continuous batching multimodal support vs paged-attention XPU tests; unrelated." + "reason": "Compressed-tensors quantization docs/code vs MTP docs; unrelated." }, { - "left": "pull_request:47181", - "right": "pull_request:47301", + "left": "pull_request:47216", + "right": "pull_request:47336", "accept": false, - "reason": "Cosmos3 Edge model support vs assisted-decoding MTP docs; unrelated." + "reason": "Compressed-tensors quantization work vs offloading/save bug; different code paths." }, { - "left": "pull_request:46658", - "right": "pull_request:47143", + "left": "pull_request:43451", + "right": "pull_request:46836", "accept": false, - "reason": "Step3.7 Flash model work vs NeuCodec support; different model PRs." + "reason": "Both add new multimodal models, but for different architectures and files; not the same change." }, { - "left": "pull_request:47298", - "right": "pull_request:47323", + "left": "pull_request:47143", + "right": "pull_request:47181", "accept": false, - "reason": "MI450 runtime fixes vs DeepGEMM multi-device fix; unrelated." + "reason": "Different model additions; similar structure but not the same underlying model." }, { - "left": "pull_request:43451", - "right": "pull_request:46509", + "left": "pull_request:47143", + "right": "pull_request:47163", "accept": false, - "reason": "Molmo2 support vs Nemotron Omni support; different models." + "reason": "NeuCodec model support vs paged-attention XPU tests; unrelated." } ] }, @@ -24177,7 +24500,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 34, + "component_count": 33, "review_unit_index": 4, "review_unit_count": 4, "status": "reviewed", @@ -24185,21 +24508,43 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-74", + "cluster_id": "cluster-40546-77", "nodes": [ + "pull_request:40546", "pull_request:43451", + "pull_request:46509", "pull_request:47003", "pull_request:47096", "pull_request:47143", "pull_request:47163", "pull_request:47166", + "pull_request:47175", "pull_request:47181", + "pull_request:47243", + "pull_request:47253", + "pull_request:47291", "pull_request:47298", + "pull_request:47304", "pull_request:47306", "pull_request:47322", - "pull_request:47323" + "pull_request:47323", + "pull_request:47338" ], "soft_pairs": [ + "pull_request:47304|pull_request:47338", + "pull_request:47143|pull_request:47322", + "pull_request:43451|pull_request:47243", + "pull_request:43451|pull_request:47291", + "pull_request:47253|pull_request:47306", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:47175", + "pull_request:47096|pull_request:47175", + "pull_request:47181|pull_request:47306", + "pull_request:43451|pull_request:47143", + "pull_request:43451|pull_request:47163", + "pull_request:47298|pull_request:47323", + "pull_request:43451|pull_request:46509", + "pull_request:43451|pull_request:47181", "pull_request:43451|pull_request:47096", "pull_request:43451|pull_request:47003", "pull_request:47003|pull_request:47096", @@ -24210,137 +24555,202 @@ "pull_request:47096|pull_request:47298", "pull_request:43451|pull_request:47306", "pull_request:43451|pull_request:47166", - "pull_request:43451|pull_request:47181", "pull_request:47003|pull_request:47323", "pull_request:47003|pull_request:47298", "pull_request:47096|pull_request:47143", "pull_request:47096|pull_request:47163", "pull_request:47143|pull_request:47298" ], - "prepared_review_unit_hash": "d498e85747f62bc76ba60ac84a4bb090769e252da7ff94e4dd5b8f24ebc046a4", + "prepared_review_unit_hash": "b60051c0c4deb3e71e475304f5b6d916c594c9daaf1a7a73a90c69572898740d", "component_budget": { - "node_count": 74, - "item_count": 74, - "soft_pair_count": 208, - "serialized_chars": 259540, - "estimated_input_tokens": 64885, - "estimated_eval_tokens": 130026 + "node_count": 77, + "item_count": 77, + "soft_pair_count": 215, + "serialized_chars": 267466, + "estimated_input_tokens": 66867, + "estimated_eval_tokens": 133990 }, "budget": { - "node_count": 11, - "item_count": 11, - "soft_pair_count": 16, - "serialized_chars": 31628, - "estimated_input_tokens": 7907, - "estimated_eval_tokens": 16070 + "node_count": 19, + "item_count": 19, + "soft_pair_count": 29, + "serialized_chars": 53259, + "estimated_input_tokens": 13315, + "estimated_eval_tokens": 26886 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of unrelated pull requests: new model support, exporter work, test updates, a quantization config tweak, an image-loading fallback, and a DeepGEMM multi-device fix. They do not describe the same underlying change, so none of the soft edges should be merged as duplicates.", - "confidence": 0.98, + "summary": "The cluster is a set of mostly unrelated PRs that only look similar at a high level (new model support, exporter work, or CI/test maintenance). I did not find any true duplicates among the soft-edge pairs.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43451 is the most substantial and representative of the repeated 'add a new model package' pattern, with broad model-registration/docs/test/config changes. It is the best cluster representative, but it is not a duplicate of the other PRs.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 43451 is the strongest representative artifact in this set because it is a full model addition with broad integration work; the others are narrower and clearly different changes.", "soft_edge_verdicts": [ + { + "left": "pull_request:47304", + "right": "pull_request:47338", + "accept": false, + "reason": "Docs-only MPS cache wording vs hub/xet read-only fallback handling; different problems and code paths." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47322", + "accept": false, + "reason": "NeuCodec model support vs Quark config class rename/update; unrelated functionality." + }, { "left": "pull_request:43451", - "right": "pull_request:47096", + "right": "pull_request:47243", "accept": false, - "reason": "Molmo2 model addition vs Kimi exportability work; different models and different code paths." + "reason": "Molmo2 model addition vs Executorch exporter fixes; different subsystems and fixes." }, { "left": "pull_request:43451", - "right": "pull_request:47003", + "right": "pull_request:47291", "accept": false, - "reason": "Molmo2 model support vs OpenVINO exporter implementation; unrelated features." + "reason": "Molmo2 support vs continuous batching config deprecation; not the same change." }, { - "left": "pull_request:47003", - "right": "pull_request:47096", + "left": "pull_request:47253", + "right": "pull_request:47306", + "accept": false, + "reason": "Tensor-parallel validation fix vs Trainium LoRA experiments script; distinct changes." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "OpenVINO exporter infrastructure vs Kimi model export changes; not the same fix." + "reason": "VibeVoice and Molmo2 are separate model additions with no shared bug/change." }, { "left": "pull_request:43451", - "right": "pull_request:47323", + "right": "pull_request:47175", "accept": false, - "reason": "Molmo2 support vs DeepGEMM multi-device kernel handling; unrelated changes." + "reason": "Model addition vs OLMo3 CI expectation update; test maintenance is not the same underlying change." }, { "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Kimi exportability fixes vs OLMo3 CI; unrelated code paths." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47306", + "accept": false, + "reason": "Cosmos3 Edge model support vs Neuron training experiment script; different work entirely." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Two different model additions; same general pattern, not the same artifact or bug." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Molmo2 model support vs XPU paged-attention test coverage; different scope and intent." + }, + { + "left": "pull_request:47298", "right": "pull_request:47323", "accept": false, - "reason": "Kimi exportability vs DeepGEMM multi-device fixes; different subsystems and bugs." + "reason": "MI450 image-loading/model-failure fix vs DeepGEMM multi-device fix; different hardware issues and code paths." }, { "left": "pull_request:43451", - "right": "pull_request:47298", + "right": "pull_request:46509", "accept": false, - "reason": "Molmo2 model addition vs MI450 image decoding fallback; unrelated code paths." + "reason": "Molmo2 and Nemotron Omni are separate model integrations." }, { "left": "pull_request:43451", - "right": "pull_request:47322", + "right": "pull_request:47181", "accept": false, - "reason": "Molmo2 support vs Quark config class rename; different concerns entirely." + "reason": "Different model additions; same broad area, but not the same change." }, { - "left": "pull_request:47096", - "right": "pull_request:47298", + "left": "pull_request:43451", + "right": "pull_request:47096", "accept": false, - "reason": "Kimi export changes vs image loading fallback for ROCm/MI450; not the same issue." + "reason": "Molmo2 model addition vs Kimi export support; unrelated PRs." }, { "left": "pull_request:43451", - "right": "pull_request:47306", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support vs OpenVINO exporter support; different code and goals." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter introduction vs Kimi exportability work; not the same concrete exporter bug/change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47323", + "accept": false, + "reason": "Model addition vs DeepGEMM multi-device fix; no shared underlying issue." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47323", "accept": false, - "reason": "Molmo2 model support vs Neuron experiment scripts; unrelated repositories of changes." + "reason": "Kimi export support vs DeepGEMM multi-device behavior; distinct fixes." }, { "left": "pull_request:43451", - "right": "pull_request:47166", + "right": "pull_request:47298", "accept": false, - "reason": "Molmo2 support vs quantization test extension; no shared underlying bug/change." + "reason": "Molmo2 model addition vs MI450 failures; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:47181", + "right": "pull_request:47322", + "accept": false, + "reason": "Molmo2 support vs AMD Quark config update; different functionality." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47298", "accept": false, - "reason": "Both add model support, but for different models (Molmo2 vs Cosmos3 Edge) and distinct implementations." + "reason": "Kimi exportability vs MI450 model failures; different symptoms and locations." }, { "left": "pull_request:47003", "right": "pull_request:47323", "accept": false, - "reason": "OpenVINO exporter work vs DeepGEMM device fix; different target areas and fixes." + "reason": "OpenVINO exporter work vs DeepGEMM multi-device fix; separate systems." }, { "left": "pull_request:47003", "right": "pull_request:47298", "accept": false, - "reason": "Exporter infrastructure vs image_utils fallback; unrelated functionality." + "reason": "OpenVINO exporter addition vs MI450 runtime/model failures; no common code-path bug." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability vs NeuCodec model support; different models and changes." + "reason": "Kimi export support vs NeuCodec support; unrelated model/export changes." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Kimi exportability changes vs XPU paged-attention test additions; test coverage only, not same bug." + "reason": "Kimi exportability fixes vs XPU paged-attention test coverage; not the same issue." }, { - "left": "pull_request:47143", + "left": "pull_request:47181", "right": "pull_request:47298", "accept": false, - "reason": "NeuCodec support vs image decoding fallback; unrelated changes." + "reason": "Cosmos3 Edge model support vs MI450 fixes; different work." } ] }, @@ -24354,7 +24764,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24370,12 +24780,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "173c82d1fa584a8118337a7f37d3be8d18153446124e9d89917035bab1692dc1", + "prepared_review_unit_hash": "2567b529f567dfd0d1c0140f5a77bbc5549af95e8e1c46dce760af9d204dcb44", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -24383,7 +24793,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -24392,18 +24802,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They do not appear to be duplicate changes.", + "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification. They do not describe the same bug or change and should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different code paths, different models, and different user-facing features, so there is no single duplicate representative.", + "canonical_pr_reason": "pull_request:40755 is the broader, more feature-complete representative of its cluster: it changes core TimesFM modeling code, xreg utilities, docs, and tests for covariate forecasting.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative of a duplicate set because they are not the same underlying change; if forced, each is narrowly scoped to its own model area.", + "best_pr_reason": "pull_request:40755 is the most representative PR in this set, but the two PRs are not duplicates and solve different problems in different code paths.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features and subsystems: TimesFM forecasting-with-covariates versus DINOv3 image-classification support. They do not fix the same concrete bug or implement the same change." + "reason": "Different model areas and different capabilities: TimesFM forecasting with covariates vs DINOv3 image classification support. No shared underlying bug/change or mergeable single PR." } ] }, @@ -24417,7 +24827,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24480,7 +24890,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24496,12 +24906,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "6f37ac0546e430bf68fb6f9203f85d4912ebe237c6a04470b01e181737345afd", + "prepared_review_unit_hash": "1bbf9dc577f31b426ce57c9714ba79afa0e74fe5d54ca4c0076dbedc8725e16c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -24509,7 +24919,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -24518,18 +24928,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both update GitHub Actions in workflow files, but they are different maintenance changes: one is a Node 24 compatibility sweep for core actions, the other bumps docker/build-push-action and related workflow actions. They are similar in theme but not the same underlying fix/change set.", + "summary": "Both PRs are broad GitHub Actions dependency bump PRs, but they target different actions and different failure modes: one is about Node 24 compatibility for assorted workflow actions, the other is specifically upgrading docker/build-push-action to v6 in Docker-related workflows.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better cluster representative because it is the broader GitHub Actions compatibility sweep across many workflows; 42976 is a separate version bump focused on docker build actions.", + "canonical_pr_reason": "PR 42975 is the better representative because it is the broader workflow-action compatibility upgrade and covers more varied actions and workflows.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of the group since it addresses the more general workflow-runtime compatibility upgrade, whereas 42976 is a narrower, distinct dependency refresh.", + "best_pr_reason": "PR 42975 is the strongest standalone candidate: it has the clearer compatibility-focused scope and the wider workflow impact.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency upgrades, but they target different actions and different purposes: Node 24 compatibility for checkout/cache/upload-artifact versus docker/build-push-action version bumps. They would not plausibly be merged as one PR fixing the same concrete code-path problem." + "reason": "They are not the same underlying change. 42975 upgrades several GitHub Actions for Node 24 compatibility, while 42976 only bumps docker/build-push-action in Docker workflows; these could not be safely merged as one duplicate fix." } ] }, @@ -24543,7 +24953,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24564,58 +24974,58 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "b7cae1bcecefd709a131720f13b2d293922c6224df91d4f0ea4d3d9c50df1d1a", + "prepared_review_unit_hash": "811b460c9ebc6ef7d1376714e5aedf9d1ad1e991a0cab9d718b62c6fb3cab0dc", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, - "estimated_input_tokens": 3262, - "estimated_eval_tokens": 6780 + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 4, - "serialized_chars": 13046, - "estimated_input_tokens": 3262, - "estimated_eval_tokens": 6780 + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are separate model-addition PRs for different architectures (ViT NEPA, Molmo, CTSM, Step3p7). They share some boilerplate registration/docs files, but the underlying codepaths, model families, and test suites are distinct, so this cluster is not a duplicate set.", - "confidence": 0.97, + "summary": "All four pull requests are separate model-addition efforts (ViT NEPA, Molmo, CTSM, Step3p7). The shared files are mostly framework plumbing and docs, not evidence of the same underlying fix, so none of the soft similarity edges should be merged as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45490 is the most central representative only in a graph sense: it has the broadest overlap with the other PRs and the highest review activity. It is not a true duplicate of them, just the best cluster anchor if one must be chosen.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 45490 is the best overall representative of the cluster because it is the most connected and most reviewed, but it still describes a distinct CTSM model addition rather than the same change as the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and implementations: ViT NEPA vs Molmo. Shared auto/docs plumbing is expected for new model additions, not the same bug or change." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registry scaffolding is not enough to make them the same code change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Unrelated model additions (ViT NEPA vs CTSM) with different filenames, configs, modeling code, and tests; only generic registration files overlap." + "reason": "Different model families and code paths: ViT NEPA vs CTSM. Similar auto-mapping/docs edits are generic model-integration work, not a shared bug fix." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model integrations with different architectures and conversion/modeling code. Similar repo scaffolding does not indicate duplicate intent." + "reason": "Molmo and CTSM are distinct model integrations with different implementation files, tests, and conversion code; not the same underlying change." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM time-series model vs Step3p7 multimodal model are clearly different changes. Overlap in auto-mapping/docs is boilerplate, not a shared concrete fix." + "reason": "Both are model integrations, but CTSM and Step3p7 are unrelated models with different files and behavior. The overlap is only in shared framework wiring." } ] }, @@ -24629,7 +25039,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24664,12 +25074,12 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "6ad5cb0371a7d0328714bcc851e5eece0e8178974584c9ba98f1037d972b4268", + "prepared_review_unit_hash": "74b862a421a064d9828c7d4921c21b7259abba0381e23c10036dbf0047c46451", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19603, + "serialized_chars": 19604, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -24677,7 +25087,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19603, + "serialized_chars": 19604, "estimated_input_tokens": 4901, "estimated_eval_tokens": 10058 }, @@ -24686,119 +25096,116 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are mostly unrelated despite generic fix titles. The only likely duplicate-like pair is the YOLOS device-mismatch fixes (#46886 and #46922), which target the same issue and code path. Everything else touches different models or infrastructure changes and should not be merged as duplicates.", - "confidence": 0.96, + "summary": "This cluster is heterogeneous: Whisper/CLIP/ViT test edits, FP8 loading/dequant changes, generation validation, CI infrastructure, PHI-MoE integration tests, and YOLOS device-mismatch fixes. They are not duplicates of one another.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46922 is the strongest representative: it directly fixes the YOLOS device-mismatch in the forward path and also includes the supporting _no_split_modules change, making it the most complete single-PR solution among the candidates.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46922 is the best overall candidate because it most concretely addresses a specific bug in a single code path (YOLOS + device_map='auto'), whereas the other PRs are either test-only, infrastructure-related, or broader refactors.", + "best_pr_reason": "PR 46922 is the strongest standalone code fix in the set: it directly addresses a concrete YOLOS device-mismatch path and is more specific than the broader or test-only PRs, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are vague test-fix PRs, but they affect different models (Whisper vs CLIP/ViT) and different failures." + "reason": "Different models and changes: Whisper tokenizer/test adjustments vs CLIP/ViT test edits. Same broad 'test' theme only." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer test changes are unrelated to the FP8 dequant/loading fix in a different subsystem." + "reason": "Whisper decode/test cleanup is unrelated to FP8 dequant/loading logic in a different subsystem." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Different areas: Whisper tests versus generation/watermarking configuration behavior." + "reason": "Whisper tokenizer/test fix is unrelated to generation-config watermarking validation and generation utilities." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper test cleanup is unrelated to the YOLOS runtime device-mismatch fix." + "reason": "Whisper tokenizer/test changes do not share the same bug or code path as YOLOS device-placement fixes." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Model test adjustments for CLIP/ViT are unrelated to Phimoe integration-test environment changes." + "reason": "Test-only CLIP/ViT edits are unrelated to CI CPU-memory patching and Phimoe integration-test setup." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different bugs and code paths: model tests versus FP8 quantization/dequant logic." + "reason": "These touch unrelated areas: model test assertions vs FP8 dequant/loading internals." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test fixes do not match the generation-config watermarking fix." + "reason": "Different scope and failure mode: model test tweaks vs generation validation bugfix." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different models and failures: CLIP/ViT tests versus YOLOS device placement." + "reason": "CLIP/ViT test modifications are not the same underlying bug as YOLOS runtime device mismatch." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization/loading changes are unrelated to Phimoe CI memory/device setup." + "reason": "FP8 dequant/loading changes are unrelated to Phimoe CI resource-limit adjustments." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "FP8 quantization fixes are not the same underlying issue as generation watermarking validation." + "reason": "Different code paths: FP8 quantization/dequantization vs generation config validation." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "Different model families and different failure modes: FP8 kernel/loading logic versus YOLOS device mismatch." + "reason": "These are different bugs: FP8 kernel/loading behavior vs YOLOS forward-pass/device-map handling." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe integration-test CI changes are unrelated." + "reason": "Generation-config validation is unrelated to CI environment work for Phimoe integration tests." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Watermarking-config validation fixes do not overlap with YOLOS device-map/runtime placement fixes." + "reason": "No shared underlying bug: generation watermarking validation vs YOLOS device mismatch." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe CI/device-memory adjustments are unrelated to the YOLOS model bug." + "reason": "CI runner memory capping and YOLOS model device placement are unrelated changes." }, { "left": "pull_request:46886", "right": "pull_request:46922", - "accept": true, - "reason": "Both PRs target the same YOLOS device-mismatch issue (same explicit issue target and same file); #46922 simply adds the forward-path tensor device move on top of the same underlying fix." + "accept": false, + "reason": "They share the same issue target and file, but 46922 adds an extra forward-pass device fix; the change sets are not the same underlying bug or mergeable as one duplicate PR." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only soft-edge accept, #46886 vs #46922, is plausible because both target the same YOLOS issue/file and the later PR is a superset of the earlier class-attribute fix. The other pair rejections are also supported by the diffs and titles." - }, - "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 }, { "label": "pull_request", "component_index": 7, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24817,7 +25224,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "66c7a633e8e6e84bdededb9b96dec34ed0d9d67ac62c960bf46695fbba2772b9", + "prepared_review_unit_hash": "da87f5b31517d700a45e21c87c0456fa0152bfb73227bfd3ffe02ec190b8a7aa", "component_budget": { "node_count": 3, "item_count": 3, @@ -24839,30 +25246,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated [don't merge] sandbox PRs: one tweaks packaging/versioning, one changes multiple CI/testing workflow files, and one edits a security-gate workflow. They share broad repository/testing context but not the same underlying fix or change.", - "confidence": 0.96, + "summary": "These are three unrelated '[don't merge]' maintenance/demo PRs: one changes packaging/version checks, one changes comment/diff workflow behavior, and one changes a security-gate workflow. They share broad CI/test surface area but not the same underlying change, so none of the soft edges should be merged.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate candidate: the PRs address different code paths and artifacts. If a representative must be picked, 43532 is the broadest demo PR because it touches several workflow/testing files.", + "canonical_pr_reason": "No canonical PR: the cluster is heterogeneous, with each PR targeting a different workflow or test/bot check rather than the same fix.", "best_issue_reason": null, - "best_pr_reason": "43532 is the most representative of the cluster only in the sense that it spans multiple CI/test files and is clearly a general demo PR; however, it is not the same change as the others.", + "best_pr_reason": "pull_request:46747 is the most concrete standalone change (a specific workflow trigger/security-gate adjustment), but it is still distinct from the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: 43488 is a packaging/version/setup and Vit test tweak, while 46747 only changes a PR security-gate workflow trigger." + "reason": "Both are dummy/check-style PRs, but one tests repo-bot formatting in setup/version files and the other changes a security-gate workflow; different code paths and goals." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "They only overlap on a Vit test file, but the actual changes are unrelated: 43488 touches setup/versioning, 43532 rewrites several CI/workflow and testing utilities." + "reason": "Shared Vit test filename is incidental; 43488 is a packaging/version-format check while 43532 rewrites CI/comment workflow and helper utilities." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both are workflow-oriented, but they modify different workflows for different purposes; not the same underlying fix and not mergeable as one PR." + "reason": "Both touch workflows, but they address different mechanisms: self-comment/diff reporting vs. PR security-gate triggering. Not one concrete change." } ] }, @@ -24876,7 +25283,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24892,12 +25299,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "e0862de0c52c8a1f33bdb06620b423eaaa074cc800b8ce13166cd722ded48c9d", + "prepared_review_unit_hash": "359a25d8767224ca142fadeddabc16c253486b499d402d642f1f96244048c90d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24905,7 +25312,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -24914,18 +25321,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share scaffolding and docs patterns, but they target different pipelines and model integrations, so they are not duplicates.", - "confidence": 0.95, + "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline and the other adds a Promptable Visual Segmentation pipeline. They share infrastructure and documentation patterns, but they target different model/task code paths and should not be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the better canonical representative because it is the broader visual segmentation addition and touches more model integrations and tests, while #43612 is a separate concept-segmentation change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the strongest standalone PR in this cluster because it appears more complete and broadly integrated; #43612 is also valid, but it is a different feature rather than a duplicate.", + "best_pr_reason": "Neither PR is a duplicate of the other; each implements a different segmentation pipeline with different task scope and supporting files.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "They are different feature additions: Promptable Concept Segmentation vs Promptable Visual Segmentation. Shared pipeline/docs registration is superficial; the filenames and test/model coverage indicate separate code paths and separate intended behavior." + "reason": "Different underlying changes: concept segmentation vs visual segmentation. Shared docs/pipeline scaffolding is not enough to treat them as the same fix or one mergeable PR." } ] }, @@ -24939,7 +25346,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -24955,7 +25362,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "6186c7eb6c6e09f98235f4dc32c65ad18f95850e6ff9a5eae096cb8f43eaa162", + "prepared_review_unit_hash": "9003764310fe088c9dbac644915c63f562764f137538d57e2663668a66f2bbe5", "component_budget": { "node_count": 2, "item_count": 2, @@ -24977,18 +25384,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open Trainer PRs that both touch `src/transformers/trainer.py`, but they address different behaviors: gradient-accumulation loss scaling vs. signature-column extraction for custom trainers/PEFT. They are not duplicates of the same underlying change.", - "confidence": 0.97, + "summary": "These PRs are related only at a high level (both modify `trainer.py` and expose trainer customization hooks), but they fix different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If a single representative is needed, PR #43651 is the slightly better standalone exemplar because it makes one clear behavioral change in loss scaling; however, it should not be treated as a duplicate of #43663.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code-path problems and different extension points in `Trainer`: one changes gradient-accumulation loss normalization, the other refactors signature column discovery. Shared file alone is not enough to merge them into one PR." + "reason": "Different underlying changes: 43651 adjusts training loss scaling in `training_step`, while 43663 adds an override point for input-signature column filtering. Shared file/subsystem alone is not enough to treat them as the same fix." } ] }, @@ -25002,7 +25409,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25018,12 +25425,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "27f91ef8c3a4b9894b900f33ef4b737009437d107e4162a7828088b92bc26d85", + "prepared_review_unit_hash": "950d18bd3cf400ada242c2b84514b8889759ac411e095a45c9ada6df14ce83db", "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 }, @@ -25031,7 +25438,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3664, + "serialized_chars": 3663, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -25040,18 +25447,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and revolve around `TypeAdapter`, but they fix different concrete problems: #43656 is a general typing/annotation NameError cleanup, while #43842 is a narrower workaround for `pydantic` not being installed. Same area, not the same underlying change.", - "confidence": 0.93, + "summary": "Both PRs modify `src/transformers/cli/serve.py` and are related to `TypeAdapter` typing/import handling, but they address different failure modes: #43656 is a broader annotations/typing cleanup, while #43842 specifically fixes the runtime failure when `pydantic` is not installed. They are adjacent, not duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the broader representative: it directly targets the CLI `TypeAdapter` NameError and has the explicit issue link to #43576.", + "canonical_pr_reason": "#43842 is the better representative of the cluster because it targets a concrete runtime `TypeAdapter` failure path (`pydantic` absent) with a minimal, focused fix; #43656 is broader typing cleanup and appears to address a different issue.", "best_issue_reason": null, - "best_pr_reason": "PR #43656 is the best cluster representative because it addresses the general `TypeAdapter` annotation failure in the CLI; #43842 is a separate, narrower `pydantic`-availability fix.", + "best_pr_reason": "#43842 best matches the concrete bug in the cluster: it prevents importing `TypeAdapter` at runtime and quotes the annotation, which directly fixes the `NameError`/missing-`pydantic` path without unrelated refactoring.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Shared file and symbol, but different root causes and fixes: one is a typing/`__future__` annotation cleanup, the other is an optional-dependency import issue. They are not mergeable as one PR." + "reason": "Shared file and similar theme, but the fixes are not the same underlying change. #43656 is a broader annotations/typing adjustment; #43842 is a targeted `pydantic`-missing runtime fix. They should not be merged as duplicates." } ] }, @@ -25065,7 +25472,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25131,7 +25538,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -25244,490 +25651,334 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "0c92e02caf7937193ee01774f89629d3b15fc8719d747c97d4586f2b0aaac053", + "prepared_review_unit_hash": "d64dbebea8808c3c31bbbadc154b6fc043ac8313dfb51e817c2e62dc2e3d8206", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Broad theme cluster of output-tracing refactors across many unrelated models. The only accepted duplicate edges in this packet are 44066\u219444722 and 44085\u219444722; the GPT-Neo pair 44018\u219444068 is not a duplicate.", - "confidence": 0.98, + "summary": "Conservative triage: the only true duplicate family in this packet is the GPT-J/CodeGen refactor centered on PR 44722; the other output-tracing PRs are same-theme changes on different model code paths and should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No issue node is present. 44722 is the best canonical PR because it is the broadest representative of the accepted GPT-J/CodeGen duplicate set and subsumes the narrower 44066 and 44085 variants.", + "canonical_pr_reason": "PR 44722 is the best canonical PR because it is the broadest GPT-J/CodeGen slice of the same concrete output-tracing refactor and subsumes the narrower GPT-J-only change in 44085 and the GPT-J+CodeGen change in 44066.", "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest global PR representative: it matches the accepted GPT-J/CodeGen duplicate cluster and is the most complete version of that refactor.", + "best_pr_reason": "PR 44722 is the strongest global representative: it covers the actual duplicate family in this packet and is the clearest complete version of the GPT-J/CodeGen decorator migration.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; shared output-tracing language is too broad." + "reason": "Different model families and code paths; shared tracking theme only." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and refactors; not the same underlying change." + "reason": "Different model families; not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": false, - "reason": "Same general area, but the patches are not the same concrete change; 44066 spans GPT-J/CodeGen while 44085 is GPT-J-only." + "reason": "Both are GPT-J-related, but the packet does not support them as the same exact refactor." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet and EfficientNet are distinct implementations; not a duplicate." + "reason": "RegNet/ResNet-family work vs EfficientNet; same initiative, different code paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing is unrelated to GPT-J/CodeGen output tracing." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44072", - "accept": false, - "reason": "GPT-J/CodeGen and EfficientNet are different code paths." - }, - { - "left": "pull_request:44013", - "right": "pull_request:44044", - "accept": false, - "reason": "MobileNetV2 and DeBERTa are unrelated model implementations." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J/CodeGen refactor versus MGP-STR refactor; not the same change." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT-Neo PRs, but the packet does not support treating them as the same concrete patch." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-J/CodeGen and MPT are different model code paths." + "reason": "EfficientNet output tracing vs GPT-J/CodeGen; unrelated changes." }, { "left": "pull_request:44066", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT-J and GPT-Neo are different model families and refactors." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44066", - "accept": false, - "reason": "GPT-Neo versus GPT-J/CodeGen; same theme, different fix." - }, - { - "left": "pull_request:44019", - "right": "pull_request:44722", - "accept": false, - "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen." - }, - { - "left": "pull_request:44086", - "right": "pull_request:44722", - "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different models." - }, - { - "left": "pull_request:44019", - "right": "pull_request:44085", - "accept": false, - "reason": "ResNet and GPT-J are unrelated code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44019", - "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model implementations." - }, - { - "left": "pull_request:44019", - "right": "pull_request:44071", - "accept": false, - "reason": "ResNet and MPT are separate implementations." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert are different models and changes." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate refactors." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated." - }, - { - "left": "pull_request:44071", - "right": "44722", - "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J are different model families." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are unrelated model code paths." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J and MGP-STR are different changes." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT2 and MGP-STR are unrelated." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44101", - "accept": false, - "reason": "ViLT and Flaubert/XLM are different code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are separate refactors." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44018", - "accept": false, - "reason": "Segformer and GPT-Neo are unrelated models." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44161", - "accept": false, - "reason": "SqueezeBert and LongT5 are different implementations." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are not the same bug/change." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44072", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model code paths." + "reason": "GPT-J/CodeGen vs EfficientNet; not the same underlying change." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44013", + "right": "pull_request:44044", "accept": false, - "reason": "RegNet and LongT5 are distinct changes." + "reason": "MobileNetV2 vs DeBERTa v2; unrelated model implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44066", + "right": "pull_request:44086", "accept": false, - "reason": "TextNet and LongT5 are unrelated." + "reason": "GPT-J/CodeGen vs MGP-STR; different concrete refactors." }, { "left": "pull_request:44018", - "right": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-Neo and GPT2 are different models." + "reason": "Same GPT-Neo family, but not enough evidence that these are the same exact change." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44066", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet and Flaubert/XLM are different code paths." + "reason": "GPT-J/CodeGen vs MPT; same theme only." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "RegNet and MPNet are unrelated model implementations." + "reason": "GPT-J/CodeGen vs GPT-Neo; different model-specific changes." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44018", + "right": "pull_request:44066", "accept": false, - "reason": "MPT and ImageGPT are different models." + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same model/code path." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44019", + "right": "pull_request:44722", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated." + "reason": "ResNet vs GPT-J/CodeGen; unrelated code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "FNet/CVT and LongT5 are different model code paths." + "reason": "MGP-STR vs GPT-J/CodeGen; different model-specific refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44019", + "right": "pull_request:44085", "accept": false, - "reason": "FNet/CVT and Segformer are unrelated." + "reason": "ResNet vs GPT-J; same broad topic only." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44018", + "right": "pull_request:44019", "accept": false, - "reason": "SqueezeBert and DeBERTa are distinct model paths." + "reason": "GPT-Neo vs ResNet; different model refactors." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44019", + "right": "pull_request:44071", "accept": false, - "reason": "DeBERTa and TextNet are unrelated." + "reason": "ResNet vs MPT; different implementations." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is the broad representative and subsumes this variant." + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; different model code paths." }, { - "left": "pull_request:44085", + "left": "pull_request:44068", "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing change; 44722 is the broader matching PR." + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same underlying change." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44018", + "right": "pull_request:44116", "accept": false, - "reason": "GPT-J and SpeechT5 are different code paths." + "reason": "GPT-Neo vs Flaubert/XLM; unrelated model changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44071", + "right": "pull_request:44116", "accept": false, - "reason": "FNet/CVT and ResNet are unrelated." + "reason": "MPT vs Flaubert/XLM; different model-specific refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "FNet/CVT and SpeechT5 are different models." + "reason": "GPT-J vs MGP-STR; unrelated models." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated." + "reason": "GPT-2 vs MGP-STR; same pattern, not same code path." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa and VITS are different code paths." + "reason": "ViLT vs Flaubert/XLM; different model families." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "FocalNet and ImageGPT are separate model implementations." + "reason": "GPT-2 vs GPT-J/CodeGen; different model changes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are unrelated." + "reason": "Segformer vs LongT5; same initiative only." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer and VisualBert are different models." + "reason": "Segformer vs VisualBert; different concrete changes." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer refactor is not the same change as GPT-J/CodeGen." + "reason": "Segformer vs GPT-J/CodeGen; unrelated models." }, { - "left": "pull_request:44068", - "right": "pull_request:44086", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "GPT-Neo and MGP-STR are different models." + "reason": "RegNet vs Segformer; different model implementations." }, { - "left": "pull_request:44068", - "right": "pull_request:44722", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "GPT-Neo is a separate refactor from GPT-J/CodeGen." + "reason": "RegNet vs MPNet; unrelated refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo and MPT are unrelated." + "reason": "RegNet vs LongT5; same broad theme only." }, { - "left": "pull_request:44071", - "right": "pull_request:44086", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and MGP-STR are different model code paths." + "reason": "MPNet vs LongT5; different code paths." }, { - "left": "pull_request:44085", - "right": "pull_request:44086", + "left": "pull_request:44056", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-J and MGP-STR are not the same change." + "reason": "MPNet vs GPT-J/CodeGen; unrelated model changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44071", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "GPT2 and MPT are distinct models." + "reason": "Flaubert/XLM vs LongT5; not the same underlying change." }, { - "left": "pull_request:44018", - "right": "pull_request:44086", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated." + "reason": "VisualBert vs Flaubert/XLM; different model families." }, { - "left": "pull_request:44017", - "right": "pull_request:44074", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "Segformer and TextNet are different code paths." + "reason": "GPT-2 vs MPT; same topic only." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "VisualBert and LongT5 are unrelated." + "reason": "GPT-Neo vs GPT-2; different model-specific refactors." }, { - "left": "pull_request:44073", + "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different models." + "reason": "MPNet vs Flaubert/XLM; unrelated changes." }, { "left": "pull_request:44059", "right": "pull_request:44066", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are separate refactors." + "reason": "GPT-2 vs GPT-J/CodeGen; different model paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44071", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet and Segformer are different code paths." + "reason": "MPT vs GPT-J/CodeGen; not the same bug/change." }, { - "left": "pull_request:44101", + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated." + "reason": "VisualBert vs LongT5; unrelated models." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet and TextNet are different model implementations." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen decorator migration; 44722 is the broader later slice of the same code-path change." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are unrelated." + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same code path; 44722 subsumes the GPT-J-only slice." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44085", + "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and LongT5 are different model code paths." + "reason": "GPT-J vs SpeechT5; different model code paths." }, { "left": "pull_request:43996", - "right": "pull_request:44017", - "accept": false, - "reason": "FNet/CVT and Segformer are unrelated." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44085", + "right": "pull_request:44007", "accept": false, - "reason": "SqueezeBert and GPT-J are different models." + "reason": "CVT/FNet vs RegNet/ResNet; only the tracking issue is shared." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:43996", + "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and TextNet are unrelated." + "reason": "CVT/FNet vs SpeechT5; unrelated model refactors." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different code paths." + "reason": "DeBERTa v2 vs SpeechT5; different concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are not the same change." + "reason": "DeBERTa v2 vs Vits; same theme only." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are separate model implementations." + "reason": "FocalNet vs ImageGPT; both are tracing refactors, but not the same underlying change." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: the analyst overstates duplicate evidence. Two soft-edge verdicts contradict the packet\u2019s deterministic labels: pull_request:44066 vs pull_request:44085 is marked accept=true here, but the packet marks it false; pull_request:44018 vs pull_request:44068 is also marked accept=true here, but the packet marks it false. The summary also overclaims that the GPT-Neo PRs are true duplicates, which is not supported by the packet. The only clearly accepted duplicate edges in the packet are 44066\u219444722 and 44085\u219444722." + "feedback": "The summary is mostly grounded, but two soft-edge verdicts overstate the evidence relative to the packet: 44066\u219444085 is marked false in the packet, and 44018\u219444068 is also marked false. The packet only supports 44066\u219444722 and 44085\u219444722 as true duplicates, so the analyst\u2019s claim that the GPT-J/CodeGen and GPT-Neo pairs are true duplicates is too strong. Because the soft-edge judgments are not conservative enough, reject." }, "evaluator_used": true, "retried": true, @@ -25738,7 +25989,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 34, + "component_count": 33, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -25762,14 +26013,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "a09c1ea069465aa5db18a09b14535d1527aa347b23967d68dd38f292079e60e2", + "prepared_review_unit_hash": "0ca57af1ead3637c875a7079f41e023ec70e49592abe779be9aabe97eb34713a", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84506, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, @@ -25784,42 +26035,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors toward standardized output capture in different Transformers architectures, not duplicates of one another. They share a common pattern but touch different code paths and would not plausibly merge into one PR.", - "confidence": 0.78, + "summary": "These are all open PRs for standardized output-tracing refactors, but each targets a different model implementation. They share a pattern, not the same concrete code path or change, so none should be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target and a concrete, self-contained SpeechT5 output-tracing refactor.", + "canonical_pr_reason": "44073 is the clearest generic representative of the repeated output-tracing migration pattern, with a concise title and a straightforward single-model refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the best standalone representative of the cluster theme: it is explicit about the target issue and makes a clear, model-local change.", + "best_pr_reason": "44129 has the strongest standalone context because it links an explicit issue target and shows a more complete SpeechT5 output-capture refactor.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both refactor output tracing, but in different models (VisualBert vs TextNet) and different implementation paths; not the same underlying bug/change." + "reason": "Same refactor theme, but different model code paths (VisualBert vs TextNet); not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are standardized output-tracing refactors, but MPNet and VisualBert are separate model-specific changes with no shared code-path to merge." + "reason": "Both migrate output tracing, but for different models and separate implementations; too broad to treat as duplicates." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Same broad refactor theme, but MPNet and TextNet are distinct model implementations; these are not duplicates." + "reason": "Shared decorator/capture refactor pattern only; MPNet and TextNet are independent model-specific changes." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert changes are unrelated model-local output handling updates, not one concrete bug fix." + "reason": "Different model files and different concrete refactors; same general migration trend is not enough for duplicate triage." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both touch output handling, but SqueezeBert and SpeechT5 are different code paths and the PRs address different model-specific refactors." + "reason": "SqueezeBert and SpeechT5 touch different code paths, and SpeechT5 has its own issue-linked refactor scope." } ] }, @@ -25833,7 +26084,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -25899,12 +26150,12 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "7d981a52d99ba7c8740c116707bba80f277f027955b6be79218f92bf4e8b2595", + "prepared_review_unit_hash": "e9f1db6a5d4d5bddb6d6b41932eb51fb55ef3887790d87897b29466e1c927e48", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40184, + "serialized_chars": 40183, "estimated_input_tokens": 10046, "estimated_eval_tokens": 20348 }, @@ -25912,7 +26163,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40184, + "serialized_chars": 40183, "estimated_input_tokens": 10046, "estimated_eval_tokens": 20348 }, @@ -25921,252 +26172,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are a family of similar but model-specific output-tracing refactors across different architectures. They share a theme, but they do not look like duplicate fixes for the same underlying code path, so none of the soft edges should be merged.", - "confidence": 0.96, + "summary": "These PRs share a common refactor pattern around output tracing, but they target different model architectures and code paths. They are not duplicate fixes; the similarity is mostly templated implementation work across separate models.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No true canonical duplicate PR here; if one must anchor the cluster, PR 44003 is the strongest representative because it is the broadest Mamba-family tracing refactor and introduces the shared tracing utilities in a substantive way.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the best representative of the pattern because it is a clean, self-contained output-tracing refactor that applies to a closely related pair of models. It is still not a duplicate of the others.", + "best_pr_reason": "PR 44003 is the best representative of the cluster\u2019s recurring output-tracing refactor theme: it spans related files, makes deeper tracing-runtime changes, and is more substantial than the smaller single-model refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and forward paths; same refactor theme only." + "reason": "Different models (timm_backbone vs upernet); same refactor motif, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Separate model-specific implementation in a different code path; not the same bug/change." + "reason": "Different model families; both are output-tracing refactors, but not one concrete bug or mergeable PR." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model family and outputs handling; only broadly similar refactoring." + "reason": "Unrelated architectures; shared tracing-cleanup pattern only." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Timm backbone vs mamba/falcon_mamba are unrelated code paths." + "reason": "Different code paths and model families; not the same fix despite similar refactor style." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model architecture and forward logic; not a single mergeable fix." + "reason": "timm_backbone and rwkv are unrelated; only the refactor template matches." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; only share the output-tracing refactor pattern." + "reason": "MobileNetV1 and UnivNet are different models; not a duplicate change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model-specific refactors, not the same underlying defect." + "reason": "Different subsystems and files; same output-tracing theme only." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and code paths; similarity is only in refactor style." + "reason": "Different model families; these are separate refactors, not one underlying bug." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate encoder-decoder and MobileNetV1 implementations; not duplicate work." + "reason": "MobileNetV1 vs VisionEncoderDecoder; no shared concrete code-path issue." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different subsystems and forward signatures; no shared concrete bug." + "reason": "Different encoder-decoder stack and different model code; not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are different model paths; same pattern, not same change." + "reason": "Vision-text dual encoder and UnivNet are unrelated; same refactor category only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Distinct model-specific output handling in unrelated files." + "reason": "Different models and forward paths; not the same bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder vs mamba/falcon_mamba are unrelated code paths." + "reason": "CLIP-style vision-text model vs Mamba-family model; no shared concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Same tracing refactor theme only; different model families and implementations." + "reason": "Separate model implementations; not one mergeable PR." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet have different forward logic and output types." + "reason": "UnivNet and UperNet are different model code paths; only the refactor pattern overlaps." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model architectures; no shared concrete bug to merge." + "reason": "Different model families and runtime behavior; not the same underlying issue." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models and code paths; only a broad refactor similarity." + "reason": "UnivNet vs depth_anything; shared tracing cleanup, not duplicate functionality." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated implementations; not the same fix." + "reason": "UperNet and RWKV are unrelated architectures; not the same fix." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and output semantics; not a duplicate." + "reason": "Different models and code paths; same broad refactor theme only." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba-related tracing changes vs SuperPoint are different code paths." + "reason": "Mamba-family tracing refactor vs SuperPoint; different underlying model code." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different target models and forward contracts; same refactor motif only." + "reason": "Mamba-family refactor and CodeGen change are separate implementations, not one bug." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated paths despite similar output-tracing edits." + "reason": "Different architectures and forward signatures; too broad to be duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen fix different model-specific APIs and return flows." + "reason": "UnivNet and CodeGen touch unrelated runtime paths; not a single fix." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are different architectures with different return conventions." + "reason": "UperNet vs CodeGen; only the tracing-refactor pattern matches." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder vs CodeGen are unrelated changes." + "reason": "Vision-text encoder-decoder and CodeGen are unrelated model paths." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families; same refactor theme but not the same underlying change." + "reason": "Different model families; same tracing refactor style, not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech Encoder-Decoder are different code paths." + "reason": "DepthAnything vs SpeechEncoderDecoder are separate code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model-specific output tracing, not a shared bug fix." + "reason": "DepthAnything and SuperPoint are unrelated models; not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated implementations." + "reason": "Different architectures; no shared concrete bug or patch." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and forward signatures; not mergeable as one PR." + "reason": "DepthAnything and DPR are distinct model implementations." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Vision/Speech encoder-decoder vs RWKV are unrelated code paths." + "reason": "VisionEncoderDecoder and RWKV are unrelated; only the refactor theme is shared." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Different model families; no common concrete defect." + "reason": "Different encoder-decoder models and code paths; not the same fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different architectures and output handling; only stylistically similar." + "reason": "VisionEncoderDecoder vs SuperPoint; shared tracing cleanup only." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "DPR and Speech Encoder-Decoder are different model-specific changes." + "reason": "Different model families and outputs; not a duplicate PR." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech Encoder-Decoder and SuperPoint are unrelated code paths." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different models and output contracts; not the same fix." + "reason": "Different model families; no common concrete bug to merge." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Speech Encoder-Decoder and DPR have different return flows and APIs." + "reason": "Speech encoder-decoder and DPR are separate implementations." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated implementations." + "reason": "SuperPoint and RWKV are unrelated models; not the same underlying change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths; same broad theme only." + "reason": "Different model architectures and code paths; no duplicate fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model-specific refactors, not duplicates." + "reason": "RWKV and DPR are separate model changes, not one bug." } ] }, @@ -26180,7 +26431,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26196,7 +26447,7 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "22223d957f2816d7889ce43de20f9fe8d14af397bbe5b7ed5bba91fe9d262403", + "prepared_review_unit_hash": "2ccb7d340097bd236427b1b9c66eed95c9a5bbc6bec0e633eceb5c30b801c17d", "component_budget": { "node_count": 2, "item_count": 2, @@ -26218,18 +26469,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-addition PRs (PenguinVL vs Voxtral TTS). They share generic Transformers wiring, but they target different architectures, filenames, and runtime paths, so they should not be deduplicated.", - "confidence": 0.97, + "summary": "These are two unrelated model-addition PRs that only overlap on common Transformers scaffolding and docs registration. They should not be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "If one PR must represent the cluster, PR #45401 is the cleaner canonical candidate because it is more focused, explicitly linked to issue #45027, and has a narrower, well-scoped model addition.", + "canonical_pr_reason": "PR #45401 is the better cluster representative because it has an explicit issue target and a narrower, clearly scoped Voxtral TTS implementation.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the better representative PR: it has an explicit issue target, a tighter scope, and clearer traceability than the broader PenguinVL implementation PR.", + "best_pr_reason": "PR #45401 is the best single PR to reference since it is tied to a specific tracked issue and has a self-contained model addition scope.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Reject: they add different models and codepaths. PenguinVL is a multimodal model implementation; Voxtral TTS is a text-to-speech model with distinct config/model/processing files. Shared auto-registration and docs boilerplate are too generic to indicate the same underlying change." + "reason": "Reject: they add different models (PenguinVL vs Voxtral TTS), with different configs, processors, model code, tests, and docs. The shared files are generic registration/auto-mapping updates, not evidence of the same underlying bug or change." } ] }, @@ -26243,7 +26494,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26259,7 +26510,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "cfc3cf92369f44e39343656fb643a9f669007daa23463e2a1fa8f5574fbc4b70", + "prepared_review_unit_hash": "1601c400eb3cad3c37cf31677db5c12859342c54219b8521d452f75be5c016bf", "component_budget": { "node_count": 2, "item_count": 2, @@ -26281,18 +26532,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related through module/kernel fusion, but they are not duplicates: one introduces a general Module Fusion API, while the other adds a specific n-to-1 KernelConfig-based fusion path and example usage.", - "confidence": 0.87, + "summary": "Two open PRs in the same fusion space, but they target different changes: one adds a general Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and includes an example. Related, but not the same underlying PR.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44979 is the cleaner canonical representative of the shared theme because it introduces the general module-fusion framework itself, which the later PR appears to build on rather than replace.", + "canonical_pr_reason": "PR #45363 is the broader, more concrete implementation change centered on KernelConfig-based fusion integration, so it is the better representative of the cluster than the standalone API introduction.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the stronger standalone change for users because it implements an actual end-to-end n-to-1 fusion workflow with integration points and a runnable example, making it more concrete and externally useful.", + "best_pr_reason": "PR #45363 is the strongest candidate because it includes the core integration work and usage path, whereas #44979 is mainly the generic API layer.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related but not the same change: 44979 adds a generic Module Fusion API, while 45363 wires a specific KernelConfig-driven n-to-1 fusion feature into existing transformer loading/integration code. They could coexist in one project, but they are not one underlying bug fix or one mergeable PR." + "reason": "They are related fusion features, but not the same code change: #44979 introduces a general Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and adds an example. Different scopes and likely separable PRs." } ] }, @@ -26306,7 +26557,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26322,7 +26573,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "eb80f7849467aec606b70ab2cfe713101093eb0609e89e1ab2d3ec8964bde790", + "prepared_review_unit_hash": "a4347cd5dc53111814226e3f63d06df27803526d9e8e9c423f3e0a3269b562fd", "component_budget": { "node_count": 2, "item_count": 2, @@ -26344,18 +26595,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same Mistral regex patch bug: an AttributeError caused by using `tokenizer.backend_tokenizer.pre_tokenizer` instead of `tokenizer.pre_tokenizer`. They touch the same file, target the same issue, and are effectively the same fix, with 45317 adding test coverage.", - "confidence": 0.98, + "summary": "These two PRs are near-duplicates: both fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file and target the same issue. PR 45317 is the stronger canonical choice because it includes the same code fix plus test coverage.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 but also includes tests and a slightly more complete patch description.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same bug fix as 45086 and also adds test coverage, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest representative of the cluster because it contains the same core code change plus test coverage, making it the most complete version of the fix.", + "best_pr_reason": "PR 45317 is the best PR representative: same concrete fix, same target issue, and broader validation via tests.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code-path fix in the same file; 45317 appears to be an expanded version of 45086 with tests, so these can plausibly be merged as one PR." + "reason": "Accept: both PRs address the same underlying AttributeError in `_patch_mistral_regex` with the same code-path change in `tokenization_utils_tokenizers.py`; 45317 is just a more complete version with tests." } ] }, @@ -26369,7 +26620,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26385,12 +26636,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "385a8bb2427663cd95e5b1e802de7b3fec344a311bd593090ad613b0d2798ee3", + "prepared_review_unit_hash": "abecd0f45a1a0168401c59c336837db60939e3e29bee65c214a51b22152a58ae", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -26398,7 +26649,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -26407,18 +26658,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related NemotronH PRs, but they are not the same change: one is a conversion/refactor to inherit GraniteMoeHybrid behavior, the other is a broader model split introducing NemotronH Dense/Sparse packages, docs, and tests.", - "confidence": 0.82, + "summary": "Both PRs target Nemotron H, but they are different change sets: one is a refactor/conversion-mapping update, the other is a broader model split into dense/sparse variants with docs and auto-mapping changes.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical PR because it represents the larger end-state change: it introduces the dedicated NemotronH Dense/Sparse model packages plus docs and tests, while 45115 is a narrower refactor/conversion-mapping update.", + "canonical_pr_reason": "PR 45569 is the broader, more representative NemotronH change: it introduces the dense/sparse model split, updates docs and auto mappings, and includes tests. PR 45115 is a narrower refactor focused on inheritance/conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative of the cluster because it captures the user-visible model architecture packaging work and broader implementation scope; 45115 looks like an enabling internal refactor rather than the primary change.", + "best_pr_reason": "PR 45569 is the best cluster representative because it covers the main user-visible architecture change and downstream wiring, whereas 45115 is a partial implementation detail change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They overlap on NemotronH internals, but 45115 is mainly an inheritance/conversion mapping refactor, whereas 45569 adds separate dense/sparse model variants, docs, and tests. Different concrete code-path changes, not mergeable as one duplicate PR." + "reason": "Related to the same model family, but not the same underlying bug/change. 45115 refactors NemotronH to inherit GraniteMoeHybrid and adjusts checkpoint conversion mappings; 45569 splits NemotronH into dense/sparse variants and updates docs, auto mappings, and tests. They address different scopes and would not plausibly be merged as one PR." } ] }, @@ -26432,7 +26683,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26448,7 +26699,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "fbd6996e2474349006a7295b7deb60ad3c6340e363e3c90f71a36f6203975871", + "prepared_review_unit_hash": "6164e4e6c08bfdf19121b0fb072bd8786c82ba2652776535d84a35541827ff3a", "component_budget": { "node_count": 2, "item_count": 2, @@ -26470,18 +26721,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related PRs in transformers, but they address different changes: one is a broad type-checking sweep across many files, while the other adds shared typing protocols and support code around modeling_utils/peft integration. They overlap on some files, but not the same underlying change.", - "confidence": 0.91, + "summary": "These PRs both touch typing-related code, but they are not the same change: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds shared typing aliases/protocols and related modeling utilities fixes. They should not be merged as duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the more focused and representative typing-infrastructure change, centered on shared protocols in _typing.py and related updates; PR #45415 is a much broader repo-wide type-checking sweep.", + "canonical_pr_reason": "45425 is the more focused, coherent typing-infrastructure change; 45415 is a broad repository-wide type-checking pass with a different scope.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the best representative if one PR must be selected because it has a narrower, clearer purpose and concrete code-path impact. PR #45415 is too broad to serve as the cluster\u2019s canonical change.", + "best_pr_reason": "45425 is the best representative of the cluster because it has a tighter underlying problem statement and a more unified code change centered on reusable typing definitions.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-focused, but #45415 is a broad multi-file type-checking cleanup while #45425 adds specific typing protocols and support for model/PEFT integration. They share files, not the same concrete change, so they should not be merged as duplicates." + "reason": "Different underlying work: 45415 is a wide typing cleanup across many modules, while 45425 adds specific typing aliases/protocols and targeted fixes in a smaller set of files. Shared filenames alone are not enough to treat them as the same PR." } ] }, @@ -26495,7 +26746,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26511,7 +26762,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "a7e6ac3365d8fcea6ef4a88d7bc8675e743735aea679ded81e511e59b2bdb69a", + "prepared_review_unit_hash": "149210d0b3a122808188c1653caa78cf98756fc42bf5ed7a364ae1f10842b63f", "component_budget": { "node_count": 2, "item_count": 2, @@ -26533,18 +26784,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch expert-parallel loading, but they fix different failure modes: one is about preserving distributed config through serialization and enabling EP-aware loading, the other about preventing experts from being overwritten during FSDP2/rank-0 broadcast.", - "confidence": 0.91, + "summary": "These PRs are related to expert-parallel loading, but they fix different bugs in different distributed paths: one targets DeepSpeed ZeRO-3/accelerate launch serialization and model capability detection, the other targets FSDP2 expert parameters being overwritten after rank-0 broadcast.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger representative of the cluster\u2019s core EP-loading theme because it addresses a concrete data corruption bug in the loading path and spans the relevant runtime components.", + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it addresses the more concrete EP parameter-overwrite bug; PR 45548 is a separate DeepSpeed/accelerate loading fix rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the better standalone change: it targets a specific, reproducible expert-parallel loading bug and includes the necessary code-path updates across loading and tensor-parallel integration.", + "best_pr_reason": "PR 45662 is the strongest standalone fix in this set since it directly patches the expert-parameter overwrite path; PR 45548 is adjacent but addresses a different loading/serialization issue.", "soft_edge_verdicts": [ { - "left": "pull_request:45548", - "right": "pull_request:45662", + "left": "Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch", + "right": "Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast", "accept": false, - "reason": "Related subsystem, but not the same bug: 45548 fixes config serialization/EP detection for DeepSpeed ZeRO-3 loading, while 45662 fixes rank-0 broadcast overwriting experts under FSDP2." + "reason": "Different underlying bugs and code paths: 45548 adds distributed_config serialization and has_ep for DeepSpeed/accelerate loading, while 45662 fixes post-shard wrapping to prevent FSDP2 rank-0 overwrite. Not mergeable as one PR." } ] }, @@ -26558,7 +26809,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26574,40 +26825,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "ebb97222282a89cf85516e155baffd159610cee241340dda3c4865f9d58c0a3a", + "prepared_review_unit_hash": "d8ba574768ddc74cecfdcc436539709448f88e20bbee02f2618daaccc269d4d4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4673, - "estimated_input_tokens": 1169, - "estimated_eval_tokens": 2594 + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info collision bug under issue #45561; PR 45645 is the broader, more complete fix and subsumes the core change from 45639.", - "confidence": 0.91, + "summary": "Both PRs address the same xdist/captured_info logging collision in `testing_utils.py`; PR 45645 appears to subsume PR 45639 by adding the same core fix plus CI workflow support for multiple captured-info files.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the xdist-safe testing_utils change plus the CI workflow update to handle multiple captured_info files, making it the more complete resolution of the shared bug.", + "canonical_pr_reason": "PR 45645 is the more complete fix: it includes the worker-safe output change in `src/transformers/testing_utils.py` and also updates the CI workflow to collect multiple `captured_info*.txt` files, so it covers the full artifact-handling problem.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best single representative because it covers the same underlying captured_info xdist collision fix and also preserves CI debug log collection, so it is the most complete candidate.", + "best_pr_reason": "PR 45645 is the best representative because it resolves the underlying xdist collision and the downstream log aggregation breakage, making it the broader, more complete change set.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same captured_info xdist collision problem in testing_utils; 45645 appears to subsume 45639's core code change and adds the workflow-side log handling needed for the same bug." + "reason": "Same underlying captured_info xdist-safety fix; 45645 contains the same core code-path change plus the workflow adjustment needed to consume per-worker files, so they could plausibly be merged as one PR." } ] }, @@ -26621,7 +26872,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26687,7 +26938,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26703,12 +26954,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "0af168582a04303c8418018cea3dbf8de3049d662d96b2bb67673a757dcbfe6b", + "prepared_review_unit_hash": "7a4bb3277265338ef987d15141a46526857288f4249bf4d7648be2d4b724d305", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -26716,7 +26967,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -26725,18 +26976,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates. PR #46126 is a focused EP + Trainer integration feature, while PR #46269 is a much broader distributed branch base that happens to touch some of the same files but appears to contain many unrelated distributed/FSDP changes.", + "summary": "The two PRs overlap in a few distributed filenames, but they are not the same change: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed branch base touching many unrelated areas. The shared files look incidental to the wider branch work, not evidence of duplicate intent.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate here; if one must be chosen, #46126 is the more specific, self-contained feature PR. #46269 is a broad umbrella branch with many unrelated edits, so it is not a good canonical duplicate candidate.", + "canonical_pr_reason": "#46126 is the more focused, self-contained change with a clear feature goal (EP + Trainer integration) and narrower scope.", "best_issue_reason": null, - "best_pr_reason": "#46126 is the best representative of the cluster because it centers on one concrete change set (EP + Trainer integration). #46269 is too broad and mixed to serve as a clean representative of the same underlying change.", + "best_pr_reason": "#46126 is the best canonical PR candidate because it is the most specific and actionable implementation of a single feature, unlike the broad base branch in #46269.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared filenames alone are not enough: #46126 is a targeted EP/Trainer integration, while #46269 is a large distributed branch base spanning FSDP, modeling, CI, and other unrelated areas. They do not look like the same underlying bug or change, and are not plausibly mergeable into one PR." + "reason": "Reject: they share some distributed files, but #46126 targets EP routing/Trainer integration while #46269 is a broad distributed branch base covering many unrelated modules. They do not look like the same underlying change and would not plausibly merge as one PR." } ] }, @@ -26750,7 +27001,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26804,220 +27055,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "aa9ab67958b8636c7aea786dda5c43ed09ecef671546d89726ada897e39d472d", + "prepared_review_unit_hash": "c195e50b9e3b81fb6f55cf4e1387faf7ddd73044db734b4b3f9b69768ae36062", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26682, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26689, + "estimated_input_tokens": 6673, + "estimated_eval_tokens": 13602 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26682, - "estimated_input_tokens": 6671, - "estimated_eval_tokens": 13598 + "serialized_chars": 26689, + "estimated_input_tokens": 6673, + "estimated_eval_tokens": 13602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most PRs are unrelated workflow maintenance changes. The only credible duplicate cluster is the pr-ci-security-gate workflow hardening around the same file and security gate path, with 46554 as the best representative.", - "confidence": 0.89, + "summary": "These are mostly unrelated workflow-maintenance PRs. None of the soft-similarity pairs are true duplicates; the only same-file group (pr-ci-security-gate.yml) still contains distinct changes to different parts of the workflow.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "46554 is the most substantive PR in the only real cluster: it implements the core security-gate behavior in .github/workflows/pr-ci-security-gate.yml, while the others are narrower follow-ups or non-functional commentary.", + "canonical_pr_reason": "No canonical PR: the items are not the same underlying change, even when they touch the same workflow file.", "best_issue_reason": null, - "best_pr_reason": "46554 is the clearest canonical PR because it contains the main functional change to the security gate workflow and is the most representative of that fix set.", + "best_pr_reason": "PR 46554 is the most substantive and self-contained change in the set, but it still isn\u2019t a duplicate of the others; the rest are smaller, distinct workflow tweaks.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different behaviors; one updates stdin handling in self-comment CI, the other hardens PR security gating." + "reason": "Different workflows and unrelated fixes: self-comment CI stdin handling vs. pr-ci-security-gate security checks." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes in different files; no shared concrete bug or code path." + "reason": "Different workflows and unrelated fixes; one updates self-comment CI, the other changes PR security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "A workflow-script tweak versus a comment-only security note; not the same underlying change." + "reason": "Different files and different changes; no shared code path or underlying bug." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and different fixes; only broad security/workflow maintenance overlap." + "reason": "Different files and different changes; not the same underlying bug or change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Separate workflow updates in different CI jobs; not the same bug or change." + "reason": "Different workflows and different behavior; one changes stdin usage, the other adjusts build-ci-docker-images commit-message handling." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and distinct purposes: SSH runner hardening versus benchmark trigger logic." + "reason": "SSH runner hardening vs benchmark workflow trigger expansion; unrelated changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Unrelated workflow edits; one touches SSH runner setup, the other anti-slop permissions." + "reason": "Different workflows and unrelated fixes; no common bug or merged change target." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow behavior in different files; no shared concrete fix." + "reason": "Different workflows and unrelated fixes; no shared code path." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different code paths and problems; SSH runner hardening is unrelated to PR security-gate logic." + "reason": "Different workflow files and different problems; SSH runner hardening is unrelated to PR security-gate logic." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and separate fixes; only general security theme overlaps." + "reason": "Different workflows and different security concerns; not the same fix." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Both are workflow tweaks, but they solve unrelated problems in different CI paths." + "reason": "Different workflow behaviors: anti-slop permissions vs benchmark trigger conditions." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and distinct changes; not duplicates." + "reason": "Different workflows and different fixes; same broad CI area is not enough to merge." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Separate workflow maintenance changes with no shared concrete bug." + "reason": "Different workflows and different changes; permissions tweak vs build script message handling." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Anti-slop permissions change is unrelated to PR security-gate implementation." + "reason": "Same repo area but unrelated workflows and fixes; not the same underlying bug." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow triggers in different files; not the same underlying change." + "reason": "Assign-reviewers checkout ref vs benchmark trigger logic; unrelated changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different CI workflow fixes with no common code-path issue." + "reason": "Different workflows and different fixes; no common code-path problem." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers checkout target change is unrelated to PR security-gate hardening." + "reason": "Unrelated workflows; checkout behavior in assign-reviewers does not match security-gate changes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Distinct workflow adjustments in separate CI jobs; no duplicate relation." + "reason": "Benchmark trigger expansion vs build CI commit-message parsing; unrelated." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark dispatch support and PR security-gate checks are unrelated changes." + "reason": "Different workflows and different purposes; not a duplicate change." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different bug fixes; same general repo area is not enough." + "reason": "Different workflows and unrelated behavior changes; both touch CI but not the same fix." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Build-ci image command handling is unrelated to PR security-gate permissions." + "reason": "Different workflow files and different changes; not the same code-path problem." }, { "left": "pull_request:46554", "right": "pull_request:46558", - "accept": true, - "reason": "Same workflow file and same PR security-gate hardening path; both tighten the gate and could plausibly be merged together." + "accept": false, + "reason": "Both touch pr-ci-security-gate.yml, but they change different parts of it: security-check logic vs wrapper permissions/approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "46563 is only a safety comment for the reusable workflow, not the same functional change as the gate implementation." + "reason": "Same workflow file, but one adds checks while the other only adds explanatory comments; not the same underlying fix." }, { "left": "pull_request:46554", "right": "pull_request:46716", - "accept": true, - "reason": "Same pr-ci-security-gate workflow and same security-hardening code path; both are compatible pieces of one merged change." + "accept": false, + "reason": "Same workflow file, but one adds security checks and the other changes secrets inheritance; distinct problems." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Permissions/approval gating versus a comment-only note; not the same concrete change." + "reason": "Same file, but permissions/approval gating vs comment-only note; not a duplicate." }, { "left": "pull_request:46558", "right": "pull_request:46716", - "accept": true, - "reason": "Both are narrow hardening edits to the same reusable PR security-gate workflow and could be merged as one change." + "accept": false, + "reason": "Same file, but approval/permissions changes vs secrets handling; distinct changes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "A documentation-only note is not the same underlying fix as changing secrets handling." + "reason": "Comment-only clarification vs secrets:{ } change; no shared underlying bug." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Unrelated workflow maintenance changes in different CI jobs." + "reason": "Different workflows and unrelated changes; build-ci-docker-images vs pr-ci-security-gate comment note." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening and a comment in PR security-gate are unrelated." + "reason": "SSH runner hardening vs a pr-ci-security-gate comment update; unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated fixes; no duplicate code path." + "reason": "Different workflows and unrelated changes; no shared code path." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different files and different security concerns; not duplicates." + "reason": "SSH runner hardening vs PR security-gate secrets handling; unrelated changes." } ] }, @@ -27031,7 +27282,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27094,7 +27345,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27110,7 +27361,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "b954416027720f608291e17d3407cb28d159c46ae7a7adb927ccf3ad16d8bce2", + "prepared_review_unit_hash": "d44abfb4e3793c0a978e5ed14daf269c0c488cc18b60942fd66af72acb5e4787", "component_budget": { "node_count": 2, "item_count": 2, @@ -27132,18 +27383,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same off-by-one error in the sliding-window right-side mask: `-dist < right_window_size` should be `<=` so the full right window is included. PR 47162 is the more complete canonical representative because it applies the same fix to MoonshineStreaming and Gemma4 and adds tests, while PR 46310 is the narrower MoonshineStreaming-only variant.", - "confidence": 0.96, + "summary": "Two open PRs address the same MoonshineStreaming right-window off-by-one boundary, but one of them also expands the fix to Gemma4 and adds tests, so the overlap is strong but not an exact duplicate change set.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the best canonical PR because it contains the same underlying bug fix as 46310 but in a more complete form, including the additional affected model and test coverage.", + "canonical_pr_reason": "PR 47162 is the better canonical representative because it includes the MoonshineStreaming off-by-one correction plus test coverage and a related Gemma4 adjustment, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the strongest standalone representative of the fix: same off-by-one code-path correction, broader application across duplicated implementations, and accompanying tests.", + "best_pr_reason": "PR 47162 is the best overall PR in the cluster since it covers the same core MoonshineStreaming bug as the other PR and broadens the fix with tests and an additional model implementation.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", - "accept": true, - "reason": "Same concrete bug: an off-by-one in `sliding_window_mask_function` right-window inclusion. The code change is identical in the shared MoonshineStreaming path, and 47162 extends the same fix to another duplicated implementation plus tests, so these are mergeable as one change." + "accept": false, + "reason": "Both touch the same MoonshineStreaming right-window boundary bug, but 47162 also changes Gemma4 and adds tests, so this is a related superset rather than the same concrete PR change set." } ] }, @@ -27157,7 +27408,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27173,7 +27424,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "634e7dca724c00e7f4afd63e52f5ceeac2819e01249f8d5edfa6538d34869cd9", + "prepared_review_unit_hash": "06206762c5e19de771309e14936521eeec1ee9b68707db803546fbaac5de58e3", "component_budget": { "node_count": 2, "item_count": 2, @@ -27195,18 +27446,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open PRs: one fixes CodeLlama decode stripping real leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading through the wrong tokenizer class in AutoTokenizer. The soft similarity edge looks like a false positive.", - "confidence": 0.97, + "summary": "These PRs are unrelated: one fixes CodeLlama decode stripping by moving tokenizer decoder setup, while the other fixes DeepSeek-Coder/DeepSeek-LLM loading to the correct tokenizer class via auto-tokenizer checkpoint overrides.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46574 is the most focused, user-visible fix in the set, with a clear bug report target and tokenizer tests validating decode behavior.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the strongest standalone representative: it addresses a concrete code-path regression in CodeLlama decoding and includes a targeted test update.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different bugs and code paths: CodeLlama decoder stripping vs. AutoTokenizer checkpoint-to-class resolution for DeepSeek models. They should not be merged as duplicates." + "reason": "Different bugs and code paths: CodeLlama decoder/leading-space handling vs DeepSeek checkpoint-to-tokenizer-class selection. They do not look mergeable into one PR." } ] }, @@ -27220,7 +27471,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27236,7 +27487,7 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "fbe4084a9babe516d2306aa5b59c5d51c6cc454e42ce9a4b46165bb3100a162e", + "prepared_review_unit_hash": "8dfdfa8b89bf22c137d8345b53e5bfe0fab0a01601215bb76b256425097ef5fd", "component_budget": { "node_count": 2, "item_count": 2, @@ -27258,18 +27509,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same broad FA2 long-context performance area, but they appear to fix different scalar-sync hot paths in different helper functions, so they are not clear duplicates.", - "confidence": 0.74, + "summary": "Both PRs target the same FA2 long-context decode/perf regression on issue #46693 and touch the same flash-attention utility path; #47215 is the broader, more complete follow-up while #46696 is a narrower initial fix.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47215 is the better representative because it is the broader, more complete fix: it updates the flash-attention utility code, adds tests/benchmarking, and explicitly addresses the long-context perf regression beyond a single conditional inversion.", + "canonical_pr_reason": "PR #47215 is the better canonical artifact because it covers the underlying flash-attention long-context regression more completely, adds the related tracing/compile guard changes and supporting tests/benchmarks, and appears to subsume the narrower fix in #46696.", "best_issue_reason": null, - "best_pr_reason": "PR 47215 best represents the cluster because it covers the more comprehensive end-to-end change set for the FA2 long-context regression, while PR 46696 is a narrower fix limited to the _process_flash_attention_kwargs path.", + "best_pr_reason": "PR #47215 is the best representative of the cluster since it addresses the same concrete code path with the fuller fix and validation, making it more suitable as the primary PR to keep.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", - "accept": false, - "reason": "Reject: same issue target and subsystem, but the concrete fixes are different. 46696 changes _process_flash_attention_kwargs for max_length_q/k tracing behavior, while 47215 changes _unpad_input/_get_unpad_data and related tests/bench around max_seqlen_in_batch. These are related performance issues, not the same underlying code-path bug." + "accept": true, + "reason": "Same underlying FA2 long-context regression on the same issue and same utility code path; #47215 looks like a broader superseding implementation of the same fix rather than a separate change." } ] }, @@ -27283,7 +27534,7 @@ { "label": "pull_request", "component_index": 28, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27299,40 +27550,40 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "74f6ddf4009bf90c5e9b6ce9ac95a885828c1f802b5923cae8d53f824fb27d66", + "prepared_review_unit_hash": "aa87b194af7571c34a6fd8bb65a93024221d202359647c0989890b41b412a70b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5432, - "estimated_input_tokens": 1358, - "estimated_eval_tokens": 2972 + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs both deal with padding-mask handling, but they fix different bugs in different code paths: one is model-specific batch-size-1 masking in linear-attention models, the other is recurrent-mask behavior during continued forwards/chunked prefill. Not a duplicate pair.", - "confidence": 0.95, + "summary": "Both PRs fix padding-mask omissions, but they target different bugs: one is a batch-size-1 masking bug in linear-attention models, the other is a continued-forward/chunked-prefill masking bug in recurrent attention utilities. They are related at a high level but not the same change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47087 is the more canonical representative of the cluster because it targets the shared masking utility and has an explicit issue link, but it is still a different bug from PR 46773.", + "canonical_pr_reason": "PR #47087 is the better canonical representative because it has a narrower, well-scoped fix in the shared masking utility and an explicit issue target, making it the cleaner anchor for this cluster's padding-mask theme.", "best_issue_reason": null, - "best_pr_reason": "PR 47087 is the strongest standalone candidate: it fixes a concrete recurrent-mask regression in a central helper, with clear scope and direct tests.", + "best_pr_reason": "PR #47087 is the strongest standalone PR: it fixes a concrete continued-forward masking bug in a central utility, includes tests, and is easier to reuse as the representative fix than the broader model-specific batch-size-1 patch.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Different underlying failures and fix sites: 46773 changes model forward masking for batch-size-1 linear-attention paths, while 47087 changes recurrent attention mask creation for single-token decode/continued forwards." + "reason": "Different underlying bugs and code paths: #46773 addresses batch-size-1 padding-mask skipping in linear-attention model forwards, while #47087 addresses padding-mask skipping on continued forwards/chunked prefill in recurrent attention. They are related, but not mergeable as one PR." } ] }, @@ -27346,7 +27597,7 @@ { "label": "pull_request", "component_index": 29, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27364,12 +27615,12 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "0be2d81800a27240b58ed95d36c1626a97e4b1597a825b7a3f4d7f105a79fbb9", + "prepared_review_unit_hash": "f6687f502b4d0c2c3c40f66d0afcae9584639c3bac5598ebfda3fa2f4a5c1996", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6433, + "serialized_chars": 6434, "estimated_input_tokens": 1609, "estimated_eval_tokens": 3474 }, @@ -27377,7 +27628,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6433, + "serialized_chars": 6434, "estimated_input_tokens": 1609, "estimated_eval_tokens": 3474 }, @@ -27386,24 +27637,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs address different bugs in different areas: multimodal pipeline key normalization, Gemma4 audio placeholder validation, and candidate generator length capping. They are not duplicates of the same underlying change.", + "summary": "The three PRs are unrelated: one fixes multimodal key normalization in AnyToAnyPipeline, one validates Gemma4 audio placeholder handling in processors, and one corrects a decoding-length cap in generation candidate lookup. I do not see a duplicate or same-underlying-change relationship between any pair.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47074 is the broadest and most active of the set, so it is the best representative if one needs a single anchor PR for the cluster, but it is not a duplicate of the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #47074 has the clearest, most general-facing fix and the most discussion/review activity, making it the strongest standalone representative among these unrelated PRs.", + "best_pr_reason": "No single PR is a meaningful cluster canonical because the changes target different subsystems and bug classes; they should be triaged independently.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different code paths and bugs: one normalizes AnyToAnyPipeline input keys (`video` -> `videos`), the other validates Gemma4 audio/text placeholder batching in processors." + "reason": "Different code paths and bug types: pipeline input-key normalization vs Gemma4 processor placeholder validation. They are not the same underlying fix and would not merge into one PR." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Unrelated functionality: multimodal pipeline input normalization versus generation candidate length-capping logic in `candidate_generator.py`." + "reason": "Unrelated subsystems: multimodal pipeline key mapping vs generation candidate length capping. No shared concrete bug or change." } ] }, @@ -27417,7 +27668,7 @@ { "label": "pull_request", "component_index": 30, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27433,7 +27684,7 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "4d293c30175fafb18ffd9317b4dd1cbd322ce01d52a7e4661e16e68eed449d63", + "prepared_review_unit_hash": "769abdc38d15a7b4aa0542646b1ad5f4d63f43a50b6271a7b69df69959730435", "component_budget": { "node_count": 2, "item_count": 2, @@ -27455,18 +27706,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one re-enables a VITS forward test, the other fixes an RT-DETR v2 converter mapping. They do not look like the same underlying bug or change.", - "confidence": 0.98, + "summary": "These two PRs are unrelated: one re-enables and updates a VITS model forward test, while the other adjusts an RT-DETR v2 weight-conversion script for current model keys. They do not describe the same bug or change and should not be deduplicated.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 47129 is the stronger standalone fix: it addresses a concrete code-path mismatch in the RT-DETR v2 converter, whereas PR 47105 is mainly a test re-enable with no shared target or bug family.", + "best_pr_reason": "No single canonical PR: the PRs fix different code paths in different model areas and are not mergeable into one change.", "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different models and code paths: VITS test re-enable vs RT-DETR v2 converter key fix. They are not plausibly the same change or bug." + "reason": "Different subsystems and different purposes: test re-enablement for VITS versus converter-key mapping fixes for RT-DETR v2. They do not fix the same underlying bug and would not plausibly be one merged PR." } ] }, @@ -27480,7 +27731,7 @@ { "label": "pull_request", "component_index": 31, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27530,208 +27781,202 @@ "pull_request:47282|pull_request:47310", "pull_request:47280|pull_request:47282" ], - "prepared_review_unit_hash": "2712aa3208e0e9c1be4720a974fb74a590e8226437c6f98d89b5b2db6c48c4d6", + "prepared_review_unit_hash": "1fdc8fcfffb0d89a1e0019ce1d95424ac4717f93e2707f9ef5f60dcc4d9fb0e5", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 27, - "serialized_chars": 29373, - "estimated_input_tokens": 7344, - "estimated_eval_tokens": 14944 + "serialized_chars": 29372, + "estimated_input_tokens": 7343, + "estimated_eval_tokens": 14942 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 27, - "serialized_chars": 29373, - "estimated_input_tokens": 7344, - "estimated_eval_tokens": 14944 + "serialized_chars": 29372, + "estimated_input_tokens": 7343, + "estimated_eval_tokens": 14942 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly separate model-specific fix PRs, not one duplicate set. The clear duplicate pair is the two MiniMax-M3-VL load_error fixes; the umbrella PR 47224 also overlaps with the edgetam and whisper fixes, but the rest are distinct bugs.", - "confidence": 0.82, + "summary": "Mostly unrelated serge-generated integration-test fix PRs across different models. Only a few are true overlaps: edgetam fixes (47122/47224), whisper generation fix (47150/47224), and the two minimax_m3_vl load_error fixes (47123/47280).", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47224 is the best representative because it is an umbrella fix that already covers multiple serge integration failures and directly overlaps the edgetam/whisper code paths, making it the broadest consolidating PR in this cluster.", + "canonical_pr_reason": "PR 47224 is the broadest umbrella and directly includes concrete code-path fixes overlapping with other accepted duplicates (edgetam, whisper) while also addressing the wider serge integration-test batch.", "best_issue_reason": null, - "best_pr_reason": "PR 47224 is the strongest global representative: it spans several of the related failure modes in one patch set and can subsume smaller, same-bug fixes more cleanly than the model-specific PRs.", + "best_pr_reason": "PR 47224 is the best representative because it is the main umbrella patch spanning multiple real overlaps and the shared integration-test-failure cleanup theme.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47281", "accept": false, - "reason": "Different bugs and code paths: edgetam import_or_config handling vs glm46v model changes." + "reason": "Different models and different failure mode; both are test-failure fixes but not the same bug." }, { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Both are test-fix PRs, but for different models and failures (edgetam import_or_config vs MiniMax load_error)." + "reason": "Edgetam backbone kwarg bug vs minimax_m3_vl load_error; unrelated code paths." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "Different model-specific load/test failures; no shared underlying bug." + "reason": "Different model and load_error fix; no shared underlying code-path problem." }, { "left": "pull_request:47122", "right": "pull_request:47224", "accept": true, - "reason": "Same edgetam failure: both patch the backbone kwarg handling around original_sizes/import_or_config." + "reason": "47224 includes the same edgetam fix removing original_sizes before calling the backbone." }, { "left": "pull_request:47122", "right": "pull_request:47310", "accept": false, - "reason": "Unrelated bugs in different models; gemma3 cache-implementation logic is not the same issue as edgetam kwargs handling." + "reason": "Edgetam kwarg filtering vs gemma3 cache_implementation handling; unrelated bugs." }, { "left": "pull_request:47123", "right": "pull_request:47280", "accept": true, - "reason": "Same underlying MiniMax-M3-VL load_error; both add a temporary offload folder for the same load path." + "reason": "Both address the same minimax_m3_vl load_error by providing an offload folder during model loading." }, { "left": "pull_request:47123", "right": "pull_request:47266", "accept": false, - "reason": "Both address load_error symptoms, but for different models and different causes." + "reason": "Same symptom label, but different models and likely different loading failure causes." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "Different model and failure mode; no same code-path problem." + "reason": "Different model and different fix area; not the same underlying issue." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Different model bugs: MiniMax load_error vs Falcon-Mamba output mismatch." + "reason": "Load_error in minimax_m3_vl vs output_mismatch in falcon_mamba; unrelated." }, { "left": "pull_request:47124", "right": "pull_request:47310", "accept": false, - "reason": "Different changes in different generation paths/models; not the same concrete bug." + "reason": "Falcon_mamba generation output mismatch vs gemma3 cache default behavior; different code paths." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Falcon-Mamba output mismatch is unrelated to Whisper's max_length handling." + "reason": "Different models and failures; one is generation config for gemma3, the other whisper max_length handling." }, { "left": "pull_request:47124", "right": "pull_request:47282", "accept": false, - "reason": "Different model failures: output mismatch vs OOM." + "reason": "Falcon_mamba output mismatch vs mamba2 OOM; not the same bug." }, { "left": "pull_request:47124", "right": "pull_request:47281", "accept": false, - "reason": "No shared underlying bug; different model and code path." + "reason": "Different model/failure type; no concrete shared bug." }, { "left": "pull_request:47124", "right": "pull_request:47266", "accept": false, - "reason": "Different model-specific failures; not duplicates." + "reason": "Output mismatch in falcon_mamba vs load_error in deepseek_v32; unrelated." }, { "left": "pull_request:47150", "right": "pull_request:47310", "accept": false, - "reason": "Both touch generation utilities, but they fix different bugs in different models (Whisper vs Gemma3 cache handling)." + "reason": "Whisper max_length fix vs gemma3 cache_implementation behavior; unrelated code paths." }, { "left": "pull_request:47150", "right": "pull_request:47280", "accept": false, - "reason": "Different model and different failure cause; no common code-path bug." + "reason": "Different model and failure mode; no common underlying change." }, { "left": "pull_request:47150", "right": "pull_request:47282", "accept": false, - "reason": "Whisper generation length logic is unrelated to Mamba2 OOM/test tuning." + "reason": "Whisper generation fix vs mamba2 OOM; unrelated." }, { "left": "pull_request:47150", "right": "pull_request:47281", "accept": false, - "reason": "Different model-specific changes; not the same bug." + "reason": "Whisper generation bug vs glm46v modular model changes; different problem." }, { "left": "pull_request:47150", "right": "pull_request:47224", "accept": true, - "reason": "Same Whisper generation failure family; 47224 includes the Whisper fix and overlaps the same code path." + "reason": "47224 includes the same whisper fix that writes generation_config.max_length when previous-segment conditioning increases length." }, { "left": "pull_request:47266", "right": "pull_request:47280", "accept": false, - "reason": "Same symptom class (load_error), but different models and likely different causes." + "reason": "Both load_error fixes, but for different models and likely different loading mechanisms." }, { "left": "pull_request:47266", "right": "pull_request:47281", "accept": false, - "reason": "DeepSeek load_error vs glm46v code refactor/fix are unrelated." + "reason": "Different models and unrelated implementation changes." }, { "left": "pull_request:47266", "right": "pull_request:47310", "accept": false, - "reason": "Different models and different bug types; no duplicate underlying issue." + "reason": "Deepseek_v32 load_error vs gemma3 generation cache behavior; not the same bug." }, { "left": "pull_request:47280", "right": "pull_request:47281", "accept": false, - "reason": "Shared serge/test-fix framing only; different model bugs and code paths." + "reason": "Same broad test-failure label, but different models and code paths." }, { "left": "pull_request:47280", "right": "pull_request:47282", "accept": false, - "reason": "Different issues: MiniMax load_error vs Mamba2 OOM/output changes." + "reason": "Minimax_m3_vl load_error vs mamba2 OOM; different failure class." }, { "left": "pull_request:47280", "right": "pull_request:47310", "accept": false, - "reason": "No shared underlying bug; different model-specific fixes." + "reason": "Different model/failure mode; no shared underlying change." }, { "left": "pull_request:47281", "right": "pull_request:47282", "accept": false, - "reason": "Different model and change type; not duplicates." + "reason": "GLM46V modeling changes vs mamba2 OOM test fix; unrelated." }, { "left": "pull_request:47282", "right": "pull_request:47310", "accept": false, - "reason": "Different model failure modes and code paths." - }, - { - "left": "pull_request:47280", - "right": "pull_request:47224", - "accept": false, - "reason": "Even though both are load-related test fixes, they target different models and causes." + "reason": "Mamba2 OOM mitigation vs gemma3 cache default handling; different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. It correctly treats most PRs as model-specific, identifies the MiniMax-M3-VL load_error pair as the clearest duplicate, and only groups 47224 with edgetam/whisper where the diff actually overlaps those same code paths. I don\u2019t see an overstatement that would require rejection." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted overlaps are well supported: edgetam (47122/47224), whisper (47150/47224), and minimax_m3_vl load_error (47123/47280). The false verdicts for the other pairs are appropriately cautious given the different models/code paths." }, "evaluator_used": true, "retried": false, @@ -27742,7 +27987,7 @@ { "label": "pull_request", "component_index": 32, - "component_count": 34, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27758,7 +28003,7 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "d8b2341c92cc95b2b313d78d0d336650f0433fad7629c2f65e5bccb908b0701d", + "prepared_review_unit_hash": "d967a2f8555ab2b7183e2122a157db8f9bc2f9aadd566dfcabe2a836cd418347", "component_budget": { "node_count": 2, "item_count": 2, @@ -27780,95 +28025,35 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct PRs both adjust chat CLI management URL handling in `src/transformers/cli/chat.py`, but they target different URL-construction bugs and different endpoint scopes.", - "confidence": 0.91, + "summary": "These PRs are related chat CLI service-root URL fixes, but they are not close enough to treat as the same mergeable change: 47140 normalizes the base URL at interface construction, while 47303 changes only the load_model call site.", + "confidence": 0.72, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47303 is the better representative because it makes the management URL resolution explicit, routes the `load_model` call through the service root, and appears to address the broader concrete path issue rather than only a special-case `/v1` base.", + "canonical_pr_reason": "PR 47140 is the better canonical PR because it implements the broader URL normalization at the interface boundary, which is the more general service-root handling change in this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 47303 is the strongest standalone PR in the cluster: it has a clearer service-root routing fix, a direct explicit issue target, and a more general solution for management endpoint calls. PR 47140 is narrower and more ad hoc.", + "best_pr_reason": "PR 47140 is the strongest representative for the cluster\u2019s underlying theme since it applies the service-root fix more generally across management URL use rather than only one request path.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", "accept": false, - "reason": "They are similar in theme, but not the same underlying fix: 47140 special-cases `/v1` stripping for management URLs, while 47303 re-routes management calls to the service root and specifically changes `load_model`. These could coexist and are not clearly mergeable into one PR." + "reason": "Related but not the same concrete fix: 47140 normalizes the base URL during interface construction, while 47303 rewrites only the load_model request path. They share subsystem and intent, but the code-path changes are different enough that I would not merge them as one PR." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 33, - "component_count": 34, - "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-47165-2", - "nodes": [ - "pull_request:47165", - "pull_request:47289" - ], - "soft_pairs": [ - "pull_request:47165|pull_request:47289" - ], - "prepared_review_unit_hash": "95156a4085782cf45fd9aa15eccfd13fd8ad72bdd61a6e2f5d18e2d65a6c69e3", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5783, - "estimated_input_tokens": 1446, - "estimated_eval_tokens": 3148 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5783, - "estimated_input_tokens": 1446, - "estimated_eval_tokens": 3148 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "These are two unrelated distributed-training/inference PRs: one adds FSDP plans across many model classes, while the other changes pipeline-parallel loading/inference behavior. They do not look like the same underlying change.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": "47289 is the more focused, self-contained PR with a specific code-path change and accompanying tests; 47165 is a broad multi-model metadata sweep rather than a single cohesive fix.", - "soft_edge_verdicts": [ - { - "left": "pull_request:47165", - "right": "pull_request:47289", - "accept": false, - "reason": "Different subsystems and outcomes: 47165 adds _fsdp_plan entries to model definitions, while 47289 modifies core loading and pipeline-parallel logic. No shared files, targets, or concrete bug fix." - } - ] + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that these PRs are related to chat CLI service-root URL handling, but the analyst overstates the certainty. They target different explicit issues, and the fixes are not the same shape: 47140 normalizes the base URL at interface construction for broader management use, while 47303 rewrites only the load_model call site. That is related evidence, but not enough to confidently say they are the same underlying bug or that they cleanly merge into one PR without qualification. A more conservative verdict would hedge this as a likely related pair rather than an accepted same-bug/mergeable match." }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 34, - "component_count": 34, + "component_index": 33, + "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -27884,12 +28069,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "a4df237e3a85e4aacf9bc7d6f4af2baa44a016576e1c07a85d97fe9e6aaa4f28", + "prepared_review_unit_hash": "e36bc45a200a03caddd923e428b161c8bb067686bea9944f09d0b7a770653b0d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -27897,7 +28082,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -27906,18 +28091,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated: one fixes label-smoothing loss scaling during gradient accumulation, while the other adds and validates `min_tokens_to_keep` behavior for `TopHLogitsWarper`. They do not target the same bug or change set, so this is not a duplicate cluster.", + "summary": "The two pull requests address unrelated fixes in different parts of the codebase: Trainer loss scaling vs. generation logits warping. They should not be treated as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47261 is the stronger canonical representative because it has an explicit linked issue and a narrowly defined, concrete trainer bug fix; PR #47262 is a separate generation feature/validation change with no overlap in code path.", + "canonical_pr_reason": "No canonical PR for deduping here; the PRs fix different code paths and should remain separate.", "best_issue_reason": null, - "best_pr_reason": "PR #47261 is the better representative of a concrete underlying problem because it addresses a specific training-time bug and is explicitly tied to issue #46731, making it more suitable as a canonical reference than the unrelated generation PR.", + "best_pr_reason": "PR 47261 is the stronger representative because it has an explicit issue target and a narrowly defined training bug fix with clear expected behavior.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Reject: they modify different subsystems and fix different problems. #47261 is about gradient inflation with label smoothing and gradient accumulation; #47262 is about respecting `min_tokens_to_keep` in `TopHLogitsWarper`. There is no shared concrete bug or mergeable combined change." + "reason": "Different underlying problems in different subsystems: gradient inflation with label smoothing/gradient accumulation vs. honoring min_tokens_to_keep in TopHLogitsWarper. They are not mergeable as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index df4774adf9b939f5d83e070f23f34c6731dca595..85963b58d59b6b0b375c0f979f75b047f84744c4 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260715t060030z", + "analysis_id": "hybrid-model-20260715t120033z", "archived_artifacts": { - "hybrid": "snapshots/20260715T060030Z/analysis-runs/hybrid-model-20260715t060030z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260715T060030Z/analysis-runs/hybrid-model-20260715t060030z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260715T120033Z/analysis-runs/hybrid-model-20260715t120033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260715T120033Z/analysis-runs/hybrid-model-20260715t120033z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", 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"reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-6", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 6 artifacts, and carries 1 discussion comments plus 10 inbound references.", + "score": 172.0 + }, + "best_pr": { + "cluster_id": "cluster-43451-16", + "pr_number": 47322, + "reason": "PR #47322 is the strongest global PR candidate because it is open, belongs to a cluster with 16 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 288.986 + } +} diff --git a/snapshots/20260715T120033Z/analysis-runs/hybrid-model-20260715t120033z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260715T120033Z/analysis-runs/hybrid-model-20260715t120033z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..10b09700c3d82b6642976723723579afabdf78b7 --- /dev/null +++ b/snapshots/20260715T120033Z/analysis-runs/hybrid-model-20260715t120033z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,28117 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260715T120033Z", + "generated_at": "2026-07-15T12:14:50Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:35545|issue:36010", + "issue:44509|issue:44512", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:24643|issue:30277", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:45859|issue:45902", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "69388bc66474e0a5db257e442ac90d6c3bf00e6189815c9a05647e65bb64bce0", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 62, + "serialized_chars": 46282, + "estimated_input_tokens": 11571, + "estimated_eval_tokens": 23398 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. The strongest evidence supports a few duplicate issue groups: the Bert/DeepSpeed ZeRO-3 empty-index crashes, the Qwen3_5Moe rotary-embedding/offload bug, and the torch 2.4.1 incompatibility reports. The docs-only items are only broadly similar at the v5-cleanup level; different removed references are not enough to merge them as the same underlying change.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43596 is the clearest canonical issue for the Bert/ZeRO-3 pair because it states the concrete empty-index crash on BertModel with ZeRO-3; issue:43638 is the same failure mode but narrowed to a non-pretrained Bert model.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best global issue representative because it is the most specific, actionable report in the strongest duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: a Qwen3.5 config attribute error vs a streaming chat/completions API bug." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both mention runtime problems, but they are different bugs: GPT-OSS on AMD GPUs vs an MPS histogram/int issue." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model and code path: Mistral-3 image-preprocessor dtype mismatch vs GPT-OSS AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Broad dtype/device symptoms only; the underlying model and failing path are different." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "A GPU failure in GPT-OSS is not the same underlying bug as a broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different issues: GPT-OSS GPU failure vs GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch during Jamba training is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export failure and FineGrainedFP8 failure are distinct code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT export and Qwen3 auto-device-map CUDA assert are unrelated failures." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash vs outdated RAG docs; same repo area, different problems." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "Export failure and GenerationMixin import failure are separate issues." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup items, but they reference different removed v5 features and look like separate changes." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "One is about removed pipeline tasks, the other about the removed transformers run command; broad v5-docs-cleanup similarity is not enough." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3.5 embedding/trainer failure and resume-training remote-code issue are not the same bug." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume training with remote code and YOLO multi-GPU device-map auto are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Generic mask/tensor shape mismatch vs Gemma4 PLE device mismatch; different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Bert ZeRO-3 loading crash and generic mask-shape mismatch are distinct bugs." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Bert ZeRO-3 crash and remote-code resume-training issue are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and code paths: Bert ZeRO-3 index error vs generic mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/tensor mismatch is unrelated to Qwen3.5 video feature/token mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Generic mask mismatch and GPT-OSS tensor-parallel-only failure are different bugs." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume-training remote-code issue and Nemotron example breakage are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3.5 video StopIteration and remote-code resume-training are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT export failures are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Jamba collective mismatch is not the same as the Bert ZeRO-3 index-0 crash." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and the mask shape mismatch are separate bugs." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram/int limitation and YOLO multi-GPU failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 loading crash and GPT-OSS tensor-parallel issue are different bugs." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP mismatch and custom compute_loss signature break are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Both point to the same Qwen3_5MoeTextRotaryEmbedding offload/materialization bug affecting rotary-frequency handling." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel-only failure are not the same issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid-method failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and GPT-OSS AMD GPU failure are different model-specific bugs." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Reverse-embedding lookup cost and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 missing sliding_window_pattern and mistral regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility problem; 46515 is a shorter duplicate report." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 PLE device mismatch and reverse-embedding lookup regression are different forward-path bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch incompatibility and Qwen-3-8B-NVFP4 runtime failure are not the same bug." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are different issues." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch and GPT-OSS tensor-parallel-only issue are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and Mistral-3 image dtype mismatch are distinct bugs." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Phi-tiny-MoE autocast mismatch and Qwen-3-8B-NVFP4 runtime failure are different failures." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram/int limitation are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call and MPS histogram/int issue are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and Qwen3.5 embedding unpacking with TRL SFT trainer are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different models and symptoms: Mistral-3 dtype mismatch vs Qwen-3-8B-NVFP4 runtime error." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking issue and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy use and Qwen3.5 embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 index-0 crashes, but on different model families and not clearly the same root cause." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Docs-only similarity is too broad; pipeline-task references and run-command references are different cleanup items." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch and MPS histogram/int issue are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy issue and Phi-tiny-MoE autocast mismatch are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom compute_loss keyword break are not the same issue." + }, + { + "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": "GPT-OSS GPU failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call and mask-shape mismatch are different code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded, but one soft-edge accept is too confident: issue:44509 vs issue:44512 only share a broad v5-docs-cleanup theme, and the titles suggest different removed references (pipeline tasks vs transformers run command). That is not enough to call them the same duplicate with confidence. The canonical issue choice for the Bert/ZeRO-3 pair is fine, but the summary should stay more cautious about what is actually evidenced in the packet." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:43866|issue:46402", + "issue:39290|issue:41720", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "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:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661" + ], + "prepared_review_unit_hash": "cd1f534c5fafb469b5c2e1a9583841f93f5ff880c8c7b2fe16c3e39ecc5d1d92", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39736, + "estimated_input_tokens": 9934, + "estimated_eval_tokens": 20124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated model-loading/runtime regressions. The only strong duplicate pair is the v5 AutoTokenizer wrong-token-ID regression across Granite and other model families.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45920 is the better canonical issue because it describes the broader regression across multiple model families, while issue:45812 is a narrower Granite-specific instance of the same tokenizer bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest cluster representative: broad impact, clear symptom, and the most general statement of the underlying regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but one is about torch 2.4.1 vs transformers 5.8.0 and the other is a USE_DISTRIBUTED=0 break in 5.9.0; different concrete failures and code paths." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different problems: PaddleOCR-VL load failure in vLLM 0.11.0 versus a PyTorch distributed-support regression in transformers 5.9.0." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading issues, but one is a corrupted Ovis2 checkpoint and the other is a missing-weight load issue for Sam3Model; not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model and failure mode: Gemma3 missing sliding_window_pattern under vLLM versus Qwen3 auto device mapping causing cudaErrorAssert." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both hit an index-out-of-bounds during ZeRO-3, but they involve different models and scenarios; too broad to treat as the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Separate documentation issues with different outdated text and no shared code-path bug." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated failures: AMD GPU support for GPT-OSS-20B versus a table-question-answering crash." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Different runtime problems: missing Float8 storage versus distributed-support breakage in transformers 5.9.0." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different symptoms and subsystems: Liger Kernel cross_entropy dispatch versus a Qwen3-vl video StopIteration error." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 PLE device-mapping mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different code paths: device-map forward-device mismatch versus chat-template video feature/token mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization regression versus documentation about RAG examples; not duplicates." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and DiffusionGemma ModelOpt compatibility are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading bug is unrelated to RAG docs cleanup." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Both mention recent versions breaking things, but one is remote_code model compatibility and the other is a PyTorch distributed build issue; different underlying causes." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying regression: AutoTokenizer returning wrong token IDs in v5, with issue:45920 simply broader across more affected model families." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures: corrupted checkpoint versus NemotronH checkpoint compatibility." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to RAG documentation updates." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "Bitsandbytes/Int8Params incompatibility is a separate dependency issue from the transformers 5.9.0 distributed-support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they are different model families and different failure descriptions; no clear shared bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexError reports with ZeRO-3, but they involve different models and loading/training contexts; not strong enough to merge." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper load failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "PaddleOCR-VL unit-test load failure and corrupted Ovis2 checkpoint are different model-specific issues." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 incompatibility and a pydantic PretrainedConfig regression are separate compatibility problems." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Both are compile/tracing regressions, but they affect different models and ops; not the same concrete code-path problem." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Tokenizer detokenization regression is unrelated to the table-question-answering crash." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a transformers chat crash and the other is a streaming chat/completions API failure; different behaviors and likely different fixes." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Different ZeRO-3/index errors and different models; too broad to call the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure is unrelated to the PretrainedConfig pydantic regression." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral torch dynamo grouped_mm failure and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different failure modes: Gemma3 config attribute error versus Gemma4 device mismatch." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Both are import/config-related, but the GenerationMixin import error and the Gemma3TextConfig missing attribute are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Chat/completions streaming failure and MPS histogram Int error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the MPS histogram not implemented error." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different model/runtime issues: grouped_mm tracing failure versus autocast dtype mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a non-template-nodes compile error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid-method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "lm_head weight tying bug in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index-shape errors, but they occur in different model-loading scenarios and do not clearly share the same root cause." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-attn2 fallback blocking and remote-code model_class/config_class failures are distinct compatibility issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it identifies only the clearly supported duplicate pair (issue:45812 / issue:45920) and treats the rest as likely unrelated or at least not safely mergeable. The soft-edge rejections are generally conservative and do not overclaim duplicates based on title-level similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "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:45823", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43296|issue:43366", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:44387|issue:45005", + "issue:46869|issue:47228", + "issue:41093|issue:43596", + "issue:45507|issue:47228", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:45759|issue:45902", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:43873|issue:45005", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463" + ], + "prepared_review_unit_hash": "346d25c9d9ca3545f2cccbd906d8e86c115be8926488d8dad7737b7be8cfea4a", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38041, + "estimated_input_tokens": 9511, + "estimated_eval_tokens": 19278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose bundle of unrelated Transformers issues. Only two small duplicate families look credible: Qwen video-input regression reports, and the generic input-validation error-message bug with a T5-specific instance. No single global canonical issue stands out.", + "confidence": 0.73, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole set; the items split into several unrelated bugs, with only a couple of true duplicate pairs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45183 is the strongest umbrella candidate: it describes a generic validation-code-path bug across models and can absorb the T5-specific report as a concrete instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Same v5-era config surface, but different concrete problems: missing pad_token_idx vs pydantic PretrainedConfig field handling." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Both are recent regressions, but one is torch/transformers incompatibility and the other is a device-mismatch forward bug." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different models and failure modes: PaddleOCR-VL load failure vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "Both are regression reports, but the concrete bugs differ: bitsandbytes init-arg incompatibility vs Sam3 bf16 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention mask/index shape errors, but the model/training paths differ enough that this is not clearly the same bug." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Unrelated failures: image-preprocessor dtype mismatch vs bf16 compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different symptoms and code paths: autocast dtype mismatch vs streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "One is GGUF architecture support, the other is a streaming inference failure on Qwen3.5." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Both involve v5 changes, but 44291 is specifically the unexpected _is_hf_initialized constructor arg." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window behavior on Qwen3-MoE is a different bug from the config/pydantic regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Quantization memory/OOM behavior and tied-weights translation issues are different code paths." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "Different subsystems: multi-GPU device_map handling vs bf16 compilation." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but the specific tensor shapes and initialization contexts do not match closely enough." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call is unrelated to the Sam3 compilation regression." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both touch multimodal input handling, but one is image dtype mismatch and the other is video token/feature alignment." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch version incompatibility are broad but distinct failure causes." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Yes \u2014 both report Qwen video-input failures from video feature/token mismatch in the same chat-template/preprocessing path." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve Siglip2, but one is embedding quality and the other is nonsensical pipeline output; not clearly the same root bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different initialization/training scenarios and different errors; trust_remote_code is not enough to make these duplicates." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code config_class AttributeError are separate problems." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both concern Qwen 3.5/3.6 multimodal internals, but one is config unwrapping and the other is uninitialized rotary embedding memory." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Different generations of the same error shape, but not enough evidence of the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image dtype mismatch and Qwen3.5/TRl embedding unpacking are distinct issues." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom-model initialization and flash-attn2 fallback logic are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity regression on gpt-oss and a generic GLM5 issue are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve trust_remote_code/custom modules, but one is a cache-path collision and the other is loading the wrong module after save/load." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and flash-attn2 fallback gating are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied weights in Mistral3 and translation-model tied-weight issues are not the same concrete defect." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion is unrelated to docs mentioning a removed run command." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and docs command removal are clearly separate." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is broader and unrelated to tied-weights translation bugs." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is a different model/cache bug from tied-weights handling." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 input-embedding unpacking and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Yes \u2014 46463 looks like the T5-specific manifestation of the broader XOR input-validation error-message bug in 45183." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The only accepted soft-edge pairs are well supported by the titles and issue descriptions: the Qwen video-input regression family and the generic input-validation/error-message bug with a T5-specific instance. The rejected pairs are mostly separated by model, subsystem, or failure mode, and the summary correctly avoids claiming a single canonical issue for the whole set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44928", + "issue:44991", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:44863|issue:45005", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:46032|issue:47246", + "issue:43644|issue:43950", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:47332|issue:47333", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:44991|issue:45399" + ], + "prepared_review_unit_hash": "b152becaebc0a777c477ae096189964647544ef4ec5e151deebaea393f19c2c1", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36112, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly loose semantic similarity, with a few true duplicates around non-persistent buffers, static cache length return types, Gemma4 quantized embedders, disk-offloaded Qwen3 saving, and Mamba2 recurrence logic.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #43950 is the clearest root/regression report for the non-persistent-buffer corruption class: it names the transformers 5.x regression broadly and matches the related buffer-junk reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43950 is the best representative issue overall because it is broad, regression-focused, and central to the strongest duplicate set in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different bugs: tokenizer detokenization regression vs a model loading/runtime failure for Qwen-3 NVFP4." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Different failure modes: NemotronH checkpoint loading vs tied-weights handling in translation models." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not enough evidence of one underlying code-path bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Docs/example errors are not the same bug as SigLIP2 text embedding quality/performance being worse than SigLIP." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers are being corrupted/fill with junk in transformers v5." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated issues: custom trainer API change vs DeepSpeed ZeRO-3 load failure." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": true, + "reason": "Same recurrence/use_cache bug family in Mamba2-style mixers; the NemotronH report explicitly says the Mamba2 fix was not propagated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but one is missing fields in AutoConfig and the other is broader model-loading breakage; not the same concrete bug." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities: bitsandbytes constructor arg mismatch vs missing Float8 storage object." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedders dtype-casting bug; the second explicitly says it fixes the same issue." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Tokenizer regressions, but not clearly the same code path or same concrete failure; one is broad wrong token IDs, the other is a DeepSeek-Coder v1 output bug." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 text embedding quality issue is unrelated to general tokenization changes." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both are about SigLIP2 behavior, but one is zero probabilities and the other is poorer text embeddings; not the same bug." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Same disk-offloaded Qwen3 save-path failure; only the model variant differs." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different issues: autocast dtype mismatch vs RLHF NaNs from 3D position_ids and SDPA fallback." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same StaticCache.get_seq_length contract bug: it returns a tensor instead of a plain int, breaking downstream arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer regression class: uninitialized/junk buffer values after materialization are the same underlying bug family." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is text embedding quality and the other is HF vs JAX implementation discrepancy; not enough to merge." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: FlashAttention crash from 3D position_ids vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states KeyError is unrelated to non-persistent buffer initialization." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but gradient checkpointing ineffectiveness is not the same bug as int4 quantization increasing reserved CUDA memory." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "General loading noise and a specific model load failure are not the same underlying issue." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training DeepSpeed weight-shape error is unrelated to early stopping metric selection." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization bug is unrelated to AMD GPU runtime failure." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noise on loading is not the same as a model-specific loading failure." + }, + { + "left": "issue:43643", + "right": "issue:43950", + "accept": false, + "reason": "Remote-code config field loss and non-persistent-buffer corruption are different regressions." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/runtime failures: ZeRO-3 load index error vs FineGrainedFP8Config failure." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "PEFT LoRA checkpointing ineffectiveness is not the same bug as Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback logic are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and the soft-edge calls are conservative. The accepted duplicates are supported by the issue titles and, where available, explicit cross-references/bug-family wording. The rejected pairs are reasonably distinguished by different models, code paths, or failure modes. No obvious overstatement relative to the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44960", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:41553|issue:43883", + "issue:43824|issue:43872", + "issue:45081|issue:45399", + "issue:45685|issue:45823", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43881", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:45020|issue:46661", + "issue:43404|issue:43950", + "issue:43881|issue:43883", + "issue:46894|issue:46897", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:41093|issue:44805" + ], + "prepared_review_unit_hash": "478a669f9d8104fcc0520d49dd720865f649bfe7cddf025d680c7f8d503daced", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36287, + "estimated_input_tokens": 9072, + "estimated_eval_tokens": 18400 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated bugs, with only a few clear duplicate pairs. The strongest duplicates are the docs pipeline-removal reports, the training-loss double-shift reports, and the repeated mask-shape IndexError reports.", + "confidence": 0.84, + "canonical_issue_reason": "issue:46894 is the clearest representative of a concrete, repeated bug pattern (training-loss double-shift) and has a near-duplicate in issue:46897.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "issue:46894 is the most actionable and specific issue among the matched duplicates, with a clear shared failure mode and likely single fix path.", + "best_pr_reason": "No PRs are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different failures: tokenizer error messaging for Voxtral vs missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Unrelated problems: missing Qwen2.5-VL import vs bitsandbytes Int8Params compatibility." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both involve loading/fallback paths, but the concrete bugs differ: Mistral regex patch crash vs flash-attn fallback gating." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: MPS histogram on Int vs Gemma4 PLE device placement during forward." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model/load failures with no clear shared root cause: Qwen3VL weight_only error vs GLM5 issue." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Too broad: remote_code breakage from recent versions vs a specific Gemma4 device_map bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "One is a tokenizer-mapping helper failure; the other is a broad remote_code regression. Same area, not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as Gemma4 device placement mismatch." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading complaints, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code regressions vs a specific Kimi-K2.5 tokenizer regression; no concrete shared fix." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different problems: hf4.x/hf5.x LoRA compatibility vs a warning about tie_word_embeddings in Qwen3.5 LoRA tuning." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance issues, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; not the same bug." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes parameter init issue is unrelated to YOLO multi-GPU device_map behavior." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Different AutoModel config bugs: text_config unwrapping vs remote-code model_class.config_class missing." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both touch DeepSeek tokenization, but one is a tokenizer.json pre-tokenizer override regression and the other is a separate v5 output regression tied to a PR gap." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same documentation regression: both report lingering references to removed pipeline tasks in v5 docs." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Different remote-code failures: broad breakage in recent versions vs missing config_class on from_pretrained." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different core bugs: untied lm_head in Mistral3 vs silent corruption of non-persistent buffers on from_pretrained." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model load failures, but the symptoms and likely causes differ substantially." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Both describe the same training-loss double-shift bug pattern affecting different models, and could plausibly be fixed in one change." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Different audio-related failures: Whisper loading/running vs _torch_extract_fbank_features()." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is missing MoE weight conversion on load and the other is gradient averaging with model_accepts_loss_kwargs=True." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different API/runtime errors: unexpected num_items_in_batch in compute_loss vs a mask/tensor shape mismatch." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing is the theme, but one is ineffective LoRA checkpointing and the other is a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 weight-loading issues in Qwen3-family models, but the model scope and reported failure mode differ too much to treat as the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures: GLM-4.7 unit-test load issue vs NemotronH checkpoint loading." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related regressions, but one is a broad v5.3.0 regression across multiple Qwen models and the other is a specific StopIteration in Qwen3-vl-embedding." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different issues: DeepSpeed training weight shape error vs image processor segmentation-map handling." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError pattern with the same mask/tensor shape mismatch; likely the same underlying off-by-one or length-misalignment bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: no PRs are present, and the identified strong pairs (43827/44509, 46894/46897, 41093/44805) are well supported by the titles and similarity signals. The rejected soft-edge verdicts are generally conservative and do not overclaim shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 6, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:47254" + ], + "soft_pairs": [ + "issue:44928|issue:45588", + "issue:43716|issue:46468", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:44530|issue:44863", + "issue:43366|issue:43531", + "issue:41553|issue:44991", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:41553|issue:44488", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:36010|issue:42915", + "issue:44910|issue:46858", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994" + ], + "prepared_review_unit_hash": "1e0d77aaa094f291aee2155ff94c7ceb2599f1f12cdeb1818e46b5d569e5a027", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36861, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidates are distinct bugs affecting different models or code paths. The only clear duplicate pairs are the two custom-model-init Transformer 5.0 issues and the two SigLIP2 output-regression issues.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43646 is the broadest, clearest statement of the Transformers 5.0 custom model initialization regression; issue:43645 is the narrower notebook-specific variant.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster: broad scope, clear failure mode, and minimal environment-specific noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both are runtime model bugs, but one is a Qwen3.5 SDPA/BF16 behavior issue and the other is a flash-attention AttributeError on sink-less models; different code paths." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and failures: Mistral-3 image dtype mismatch vs broken Nemotron example." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is unrelated to Sam3Model text-encoder weights not being loaded." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF support for gpt-oss and Phi-tiny-MoE autocast dtype mismatch are unrelated issues." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache on Qwen3.5 and NemotronH checkpoint loading are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "One is GGUF architecture support; the other is a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizers, but Voxtral AutoTokenizer error handling and est-roberta loading failure are different model-specific problems." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error is not the same as the torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Qwen3_5Moe rotary embedding materialization are separate bugs." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support for gpt-oss and missing Float8 storage type are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Non-pretrained BertModel ZeRO-3 init failure is not the same underlying issue as a torch version incompatibility." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states bug and Gemma4 PLE device mismatch involve different failure modes." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and Qwen3-vl video StopIteration are different multimodal bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and meta-device model loading breakage are different initialization paths." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2_5_VL import and meta-device loading regressions are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 OCR index error do not share the same root cause." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading-related, but Voxtral AutoTokenizer error messaging and sleng-bert loading failure are not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are different requests/issues." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and MPS Int histogram error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying regression: Transformers 5.0 breaks custom model initialization; 43645 just narrows it to Jupyter notebooks." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and likely different code paths: video StopIteration vs mask/tensor shape mismatch." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch >= 2.9 and torch 2.4.1 incompatibility are not the same issue." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3.5 flash-attention illegal memory access from 3D position_ids is different from cache.get_seq_length() returning a device tensor." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile/SDPA failure and Qwen3.5 flash-attention packed-sequence misinterpretation are different bugs." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Gradient checkpointing being ineffective and a CheckpointError under PEFT+ZeRO-3 are related thematically but not the same concrete bug." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite wrong token IDs and DeepSeek-Coder v1 output corruption are model-specific and not clearly the same root cause." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 PLE device mismatch is unrelated to a broad torch version incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES model-addition failure and Gemma4 PLE device mismatch are different code paths." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Duplicate of a previous pair in the list; still not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 regression: zero probabilities / nonsensical outputs from the same model in AutoModel/pipeline use." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and the soft-edge calls are conservative. The two accepted duplicate pairs (43645/43646 and 38175/43994) are plausible from the titles, and the rest are reasonably separated by model, symptom, or code path. The summary does not overstate beyond the evidence provided." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45507", + "issue:45672", + "issue:45834", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46899" + ], + "soft_pairs": [ + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:42491|issue:45292", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44164|issue:44291" + ], + "prepared_review_unit_hash": "99736e3599102305f2fa4e8e6be9bcf6b96226e5b2f60811ae1b6a416949fe7a", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36597, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5 / model-loading regressions, with only a couple of clear duplicates; the strongest exact match is the non-persistent buffer junk regression, and the closest true duplicate pair is the Gemma4 4-bit multimodal quantization bug.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43632 is the broadest root-cause regression in the set: a Transformers v5 initialization/loading flag break that is more central than the model-specific reports and plausibly underlies several nearby failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the best representative issue for this cluster because it captures the most general Transformers v5 loading regression rather than a single model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config/validation loading failures, but they affect different models and appear to be different breakages." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "One is a ZeRO-3/BERT index error; the other is a tokenizer mapping edge case. Different code paths and symptoms." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: empty-tensor/index error under ZeRO-3 vs add-new-model-like tokenizer mapping logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping failure and mask/tensor shape mismatch are unrelated bugs." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Both concern loading, but they are different models and different mechanisms (Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking)." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 multimodal 4-bit quantization bug: unsafe dtype handling in multimodal embedders/audio path." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "The `_is_hf_initialized` regression and the Kosmos2.5 OCR index error are different underlying bugs." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized offload loading and Strix Halo mmap OOM are unrelated issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both are SigLIP2-related, but one is zero probabilities in the model and the other is docs/example + quantization failures." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same regression: Transformers v5 fills non-persistent buffers with junk." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Qwen3MoE FP8 config failure are distinct." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different models and different failure modes; no shared code-path evidence." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures: GLM5 unspecified issue vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Likely related loading regressions, but different model repos and insufficient evidence they share the same root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan missing entries are different bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "One is ZeRO-3 weight loading; the other is save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call and broken Nemotron example are unrelated." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is checkpoint loading ignoring dtype and the other is from_config leaving config.dtype stale." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are different regressions." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE accelerate+deepspeed conversion issue and GLM-4.7-Flash test loading failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a broken documentation example and the other is a model/pipeline output-quality bug." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading failures on different repos, but not enough evidence of the same underlying bug." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and quantization offload behavior are different issues." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3-VL weight-shape mismatch are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Qwen3 MoE compatibility and t5gemma resize_token_embeddings behavior are different code paths." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different model families and different resize_token_embeddings symptom." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Checkpoint resume/max_steps logic and SGD argument handling are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Memory inefficiency during Qwen3 MoE training is not the same as increased reserved memory under int4 quantization." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights/_is_hf_initialized are different serialization/init bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet titles. The two accepted pairs look like clear same-bug clusters, while the rejected pairs avoid overclaiming shared root cause. The summary is also cautious overall and does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43873", + "issue:43957", + "issue:44079", + "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:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46468", + "issue:46829", + "issue:46897", + "issue:46901", + "issue:47332" + ], + "soft_pairs": [ + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:46897|issue:46901", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:44291|issue:44756", + "issue:45663|issue:45759", + "issue:41720|issue:44155", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44079|issue:46829", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:44863|issue:46468", + "issue:44387|issue:44756", + "issue:44479|issue:44877", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:43957|issue:47332", + "issue:44164|issue:44756" + ], + "prepared_review_unit_hash": "ed6fc61a604814f03d7b7fefecd8636a4856cde69b72c83fb80142fb6249d366", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35941, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of unrelated model/runtime bugs, with a couple of loose thematic overlaps (resize_token_embeddings, training-loss double-shift) but no clear duplicate set strong enough to merge.", + "confidence": 0.77, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous; the closest near-duplicate subgroup is the resize_token_embeddings pair around issue 45276.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the best representative of the only tight duplicate-like subgroup here, since it has the clearest adjacent match (45292) and a concrete, well-scoped failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model/serialization trouble, but one is a GLM5 topic and the other is sinq quantization save/load breakage; different bug classes and code paths." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is LlamaTokenizer pre-tokenizer override and the other is Granite token-id mapping; same broad area, different root cause." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both mention resize_token_embeddings, but they affect different model families and different destinations (Gemma4 per-layer/output embeddings vs t5gemma decoder.embed_tokens)." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both describe a training-loss double-shift pattern, but they are model-specific reports without evidence of the same implementation or shared code path." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures on different models: Qwen3.5 chat crash versus Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Both touch torch/version compatibility and loading, but one is a Torch 2.10 incompatibility report while the other is a meta-device loading regression on specific models." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading/tokenizer complaints, but they concern different models and different failure modes (vocab bounds vs unable to load cjvt/sleng-bert)." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "TypeError under init_empty_weights and mmap OOM on Strix Halo are unrelated bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states and Qwen multimodal text_config unwrapping are distinct model architecture issues." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map CUDA assert and AudioFlamingo3 batched token leak are unrelated failures." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash-attention-related crashes, but one is a Qwen3.5 3D position_ids packing bug and the other is an s_aux=None AttributeError on sink-less models." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying bugs, but they affect different model classes and likely different tie-init paths." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to the GLM5 issue." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory reports, but one is offloading behavior and the other is increased reserved memory/OOM under int4; not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 KeyError and Qwen3_5Moe CPU-offload rotary embedding incompatibility are distinct issues." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment bug and VideoPrism hidden_states mispopulation are different code paths." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantized-model loading problems, but they concern different models and quantization formats, with no sign of a shared defect." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 token leak and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformersConfig sparse-layer creation and Gemma4 FSDP2 attention state rebuilding are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Nemotron checkpoint-loading failure and a broken Nemotron example are different issues." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 CUDA reserved-memory growth and disabling mmap on Strix Halo are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression and strict config blocking granite_speech are different failures." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "These are the closest pair in the cluster, but one is Gemma4-specific propagation into embed_tokens_per_layer/output_embeddings and the other is a broader output_embeddings propagation bug; not enough evidence of one concrete shared fix." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3.5 RLHF NaN explosion are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Both involve loading/offloading, but one is meta-device model loading and the other is saving a disk-offloaded Qwen3-VL model; different code paths." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and Strix Halo mmap OOM 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": 27, + "review_unit_index": 9, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42796", + "issue:43425", + "issue:43452", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:45084", + "issue:45216", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47331" + ], + "soft_pairs": [ + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:43645|issue:44164", + "issue:43425|issue:47228", + "issue:45292|issue:45335", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:46894|issue:46901", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:46869", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:43611|issue:43645", + "issue:39404|issue:45701", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:40990|issue:47331", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44164|issue:45759" + ], + "prepared_review_unit_hash": "32fa05738d5ca2d84c1125ff0dc38c6c2b45d6e78ab178d1d4141716409f8e0f", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35699, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly composed of semantically adjacent but distinct issues (tokenizers, custom model loading/saving, precision/device-mismatch, and unrelated regressions). None of the soft pairs are close enough to treat as true duplicates or one merged fix.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45698 is the clearest concrete regression in the save/load custom-module path and is the most central representative of the nearby serialization/loading reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the strongest standalone triage target: specific, user-facing, and likely to anchor related save_pretrained/from_pretrained follow-ups without overgeneralizing to unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is BPE marker handling and the other is continue_final_message on mistral_common; different code paths and fixes." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Both are attention-related crashes, but one is flash_attention sink-less handling and the other is Gemma4 FSDP2 shared_kv_states rebuilding; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Both concern model loading regressions, but one is a GLM-4.7 test load issue and the other is Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save_pretrained/custom-model flows, but one is file permission propagation and the other is wrong module resolution after saving; distinct failures." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state serialization are related only broadly; they describe different breakages and code paths." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Torch-version incompatibility and bf16 compilation regression are both environment-related, but they are separate compatibility bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "These are very similar resizing symptoms, but one is generic output_embeddings and the other is t5gemma decoder.embed_tokens; likely related, not clearly identical from the reports alone." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks versus Trainer resume max_steps calculation are unrelated bugs." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer vocab/load issues, but one is pad/unk token placement and the other is inability to load a specific model; too little evidence of the same root cause." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage lookup failure for Float8 and mmap OOM on Strix Halo are entirely different runtime problems." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 incompatibility is a broad version issue, while the autocast error is a model-specific dtype mismatch; not one fixable bug." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "They are both training-loss double-shift reports, but they are for different models and no shared concrete implementation details are shown." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is a convert_tokens_to_ids slowdown and the other is a leading-space round-trip regression; different defects." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Granite token ID regression and slow convert_tokens_to_ids are separate tokenizer regressions, not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch incompatibility and YOLO multi-GPU device_map auto failure are different environment/model-loading problems." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template node compilation error are unrelated failures." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are distinct issues in different subsystems." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading breakage and notebook custom-model initialization regressions are adjacent but not the same underlying bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenization changes across versions are different issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor dtype mismatch are separate compatibility problems." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and from_pretrained inside Python classes do not share a concrete code path." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen variants and a mask shape IndexError are different model/runtime failures." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and non-template node compilation error are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline and removed pipeline-task docs are both documentation issues, but not the same doc defect." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "High perplexity on a model and Metal quantization batch corruption are completely different symptoms and code paths." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Siglip2 loading/pipeline nonsense outputs and ModelOutput key assignment are different bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and gguf_file loading breakage are unrelated loader/tokenizer failures." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and unwrap text_config for composite multimodal configs are different serialization/configuration issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43541", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43716", + "issue:43746", + "issue:43856", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:44164", + "issue:44265", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46821", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" + ], + "soft_pairs": [ + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:44530", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:44756|issue:47333", + "issue:43596|issue:44683", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43632|issue:47050", + "issue:45479|issue:46897", + "issue:36032|issue:42915", + "issue:43299|issue:43931", + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:44451|issue:44987", + "issue:32090|issue:39404", + "issue:43873|issue:47331", + "issue:43541|issue:45084", + "issue:42915|issue:44530" + ], + "prepared_review_unit_hash": "e237ace73ecb2cc7aa250224bf0deb1bd83809dc4b3d375d27846212e53d7c91", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37198, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers v5 regressions across loading, tokenization, quantization, and runtime paths. The soft pairs look thematically similar at a high level, but they are mostly different models and different code paths, so none are strong duplicates.", + "confidence": 0.67, + "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s v5 loading regressions; it captures a general model-loading breakage rather than a narrow model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to anchor this cluster because it is general, high-impact, and closest to the shared \u201cv5 broke loading\u201d theme across several reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different failure modes: torch.export/torch_compilable_check vs Perceiver image-classification resize/interpolation." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Unrelated areas: quantized save/load behavior vs mistral_common tokenizer generation formatting." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Different regressions: isolated reproduction of an earlier bug vs PagedAttentionCache linear_attention crash on Qwen3.5." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "No shared code path: the first is a reproduction of a model-loading bug, the second is a tokenizer continue_final_message issue." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is repo tokenizer loading and the other is a Mistral regex patch crash." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different symptoms and likely different fixes: masked-LM prediction corruption vs tokenizer load failure for a specific repo." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return regression is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Same model family, but different paths: device_map forward mismatch vs 4-bit multimodal dtype-cast corruption." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to TimesFM window_size attribute access." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "One is mmap/OOM on Strix Halo, the other is saving a disk-offloaded Qwen model; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel index error is unrelated to torch>=2.9 flex_attention compilation failure." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Different training-loss bugs: degenerate zero loss for single-label classification vs a double-shift bug in ASR training." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM are different issues with different causes." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model loading complaints, but they concern different repositories and different breakages." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer regressions: one cannot load a model, the other crashes in a Mistral regex patch helper." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to fp16 ONNX attention dtype mismatch." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "The zero-loss classification bug is not the same as the Florence2 double-shift training bug." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL, but one is a broad dev-version load break and the other is a specific weight-shape mismatch; not enough evidence of one underlying bug." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "PEFT/local checkpoint loading for GraniteSpeech is unrelated to MetalConfig batched quantized generation corruption." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; distinct code paths." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are separate Mistral3 bugs." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is different from DeepSeek-Coder tokenizer output corruption." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP structure inconsistency and Sam3 text-encoder weight loading are different model-specific regressions." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 dtype mismatch in preprocessing is unrelated to template-node compilation errors." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES handling and flex_attention torch 2.9 compilation are unrelated bugs." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different repositories; no shared underlying bug is evident." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Both involve quantization/offloading, but one is save-path behavior and the other is a batched generation corruption bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "torch dynamo grouped_mm tracing failure is a different problem from a template-node compile TypeError." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3.5 PagedAttentionCache linear_attention crash are different 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": 27, + "review_unit_index": 11, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44466", + "issue:44530", + "issue:44534", + "issue:44737", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46326", + "issue:46661", + "issue:46869", + "issue:47013", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:40444|issue:46326", + "issue:36032|issue:43645", + "issue:34567|issue:40444", + "issue:43644|issue:43646", + "issue:44737|issue:45859", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:43482|issue:47312", + "issue:43262|issue:47331", + "issue:43582|issue:47331", + "issue:44811|issue:45584", + "issue:43746|issue:46326", + "issue:43208|issue:47013", + "issue:43645|issue:46661", + "issue:43262|issue:43377", + "issue:43317|issue:43482", + "issue:44403|issue:45081", + "issue:43792|issue:46869", + "issue:43646|issue:44534", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44987|issue:45081", + "issue:44849|issue:45325", + "issue:28530|issue:34567", + "issue:43404|issue:44466" + ], + "prepared_review_unit_hash": "50bcbcfd63eed0e794e617f49a74e64e43f6f6cb8e10035902e76b41d56df029", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37201, + "estimated_input_tokens": 9301, + "estimated_eval_tokens": 18858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct bug reports with only broad keyword overlap (v5 regressions, loading, audio, tokenizer, etc.). I found no soft pair that clearly describes the same underlying bug or change, so none should be merged as duplicates. If one issue has to serve as a cluster anchor, the broadest is the custom-model initialization regression.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43646 is the broadest, most umbrella-style report in the set: a Transformers v5 custom model initialization regression. It is more representative than the other issues, which are narrower or model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it describes a general v5 initialization breakage rather than a one-off model or backend-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code config vs PagedAttentionCache invalid group type; different code paths and failure modes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on a model/dataset vs tokenizer post-processor not updating after runtime special-token edits; unrelated bugs." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "IterableDataset multi-image training failure vs continue_final_message behavior in mistral_common tokenizers; different features." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict vs custom model initialization breakage in Jupyter; not the same issue." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking vs multi-image finetuning failure; no shared bug." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is about junk-filled non-persistent buffers and the other about custom model initialization; distinct defects." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU arange in XLNet relative positions vs Qwen3_Moe rotary embedding offload incompatibility; different models and code paths." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing TensorFlow in torch extra vs undefined tensorflow_text backend mapping; related ecosystem area but not the same underlying bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported center argument in LasrFeatureExtractor vs _torch_extract_fbank_features helper issue; same audio area but not clearly the same concrete bug." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs _is_hf_initialized flag regression; unrelated failures." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading failures for different models and likely different causes; only share a broad Transformers v5 context." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF/from_pretrained breakage in general vs Qwen2.5-GGUF loading failure; same broad area but not enough evidence for the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error vs GraniteMoEHybrid invalid method call; unrelated issues." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure vs kernels 0.16 incompatibility; different subsystems." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio chat-template sample-rate default bug vs MetalConfig quantization batch corruption; entirely different problems." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs batched quantized generate corruption; unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode special-token handling vs empty transcription after align_special_tokens; both Whisper-related but not the same concrete bug." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech vs mistral_common continue_final_message behavior; different components." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "xLSTM smaller-than-7B training blockers vs return_last_states=False crash; same model family but different bugs and fixes." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Jupyter custom-model initialization regression vs remote-code model_class missing config_class; related theme, different failure points." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "apply_chat_template sample-rate default vs MIMI batch padding-mask mismatch; both audio, but not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map auto dequantized-model offload issue vs Qwen2.5-GGUF loading failure; different loading paths and symptoms." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise vs Mistral regex patch crash due to backend_tokenizer attribute; unrelated." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper model runtime failure vs YOLO multi-GPU device-map failure; different models and code paths." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage vs non-persistent buffers filled with junk; both v5 regressions but distinct defects." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs template compilation error; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batched-vs-single output mismatch vs DAC from_latents/forward mismatch; both parity bugs in audio models, but not the same one." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model loading regression for a specific repo vs Mistral tokenizer regex patch crash; separate issues." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug vs Qwen2.5-VL rope-index scaling issue; different models and behaviors." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric lookup vs TrainerState token counter not updating; unrelated training-tracker bugs." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Untied lm_head weight in Mistral3ForConditionalGeneration vs device-dependent serialization of lm_head.weight; related theme, but 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": 27, + "review_unit_index": 12, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42796", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43742", + "issue:43746", + "issue:43872", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46821", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:44464|issue:45987", + "issue:44265|issue:44610", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43089|issue:45987", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43883|issue:44488", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:43611|issue:44534", + "issue:43872|issue:44291", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:45812|issue:46491", + "issue:42796|issue:43746" + ], + "prepared_review_unit_hash": "ab85c76b0ffd53412a4bf15e0e8a454d12d4fa6f14462f70554ecc37c7e12912", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36545, + "estimated_input_tokens": 9137, + "estimated_eval_tokens": 18530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: most items are distinct model- or tokenizer-specific regressions, not duplicates. Only a few soft pairs look like true same-bug reports, mainly around transformers v5 loading/serialization regressions and one Qwen2.5-VL video/rope-index regression.", + "confidence": 0.79, + "canonical_issue_reason": "No single canonical issue covers the whole set; it spans several unrelated regression families. If one representative is needed for the closest duplicate subcluster, issue 44291 best captures the core v5 _is_hf_initialized loading breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44291 is the cleanest and most general report of the _is_hf_initialized regression, and it also aligns with the bitsandbytes incompatibility report in 43872.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Related Qwen3/MoE loading failures, but one is FP8-config trouble and the other is a generic _is_hf_initialized init-empty-weights TypeError; not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict vs MobileLLM key error; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Both are multimodal inference issues, but one is a SigLIP2 AutoModel/pipeline output bug and the other is an OmDet processor size mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer-loading failures; shared v5 timing doesn't imply the same defect." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer loading regressions, but ScandiBERT and the Mistral regex patch crash are different code paths." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n attribute collision vs Gemma4 quantized audio/vision dtype cast; different model families and failures." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "PEFT checkpointing flag vs DeepSpeed checkpointing error; not the same problem." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation/compiled forward inconsistency vs StaticCache length type mismatch; separate generation bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export torch_compilable_check failure vs OmDet processor size mismatch; unrelated." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer special-token conflict vs Qwen3 auto device mapping assert; different subsystems." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs granite_speech strict-config loading; no overlap." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 issue vs float8 storage lookup; both are quantization themed but different errors." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault on load vs Qwen3OmniMoe video ValueError; different models and code paths." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": true, + "reason": "Same Qwen2.5-VL/Qwen3-VL video-position/rope-index regression in v5.3.0; 45325 is the specific still-image manifestation." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation sync overhead vs StaticCache length contract; unrelated performance vs API bug." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "base_model_prefix loading regression vs TimesFM window_size AttributeError; distinct issues." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility vs noisy loading logs; not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute vs loading a specific tokenizer; unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue; different models." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Qwen2.5-VL multiple-image finetuning failure vs still-image rope-index scaling bug; different failure modes." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "fbank feature extraction bug vs flex_attention compilation bug; unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained serialization bug; 45357 is the later report that the visual-encoder keys are still wrong." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading regression vs non-persistent buffer junk; different v5 regressions." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same transformers v5 _is_hf_initialized regression: 44291 is the generic loading failure, 43872 is the bitsandbytes Int8Params incompatibility manifestation." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure for EMBEDDIA/est-roberta vs slow-tokenizer convert_tokens_to_ids slowdown; different symptoms and code paths." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Mistral dtype mismatch vs Gemma4 quantized multimodal casting; separate model-specific regressions." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs tokenizer regression; unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "AutoTokenizer token-ID regression for Granite vs CodeLlama encode/decode leading-space loss; different tokenizer bugs." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Ministral BPE-marker handling vs GraniteSpeech PEFT local-checkpoint loading; unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies the set as mostly heterogeneous, and the few accepted soft pairs are plausible same-bug subclusters from the titles alone (notably the _is_hf_initialized reports, Qwen3.5 save_pretrained regressions, and the Qwen video/rope-index regression)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43883", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:45923", + "issue:46402", + "issue:46710", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:43381|issue:45923", + "issue:44291|issue:44589", + "issue:33666|issue:40444", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:43883|issue:44991", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43482|issue:43525", + "issue:41720|issue:45081", + "issue:43421|issue:44568", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:44509|issue:46909", + "issue:43296|issue:46821", + "issue:43317|issue:43856", + "issue:42175|issue:43296", + "issue:44079|issue:44534", + "issue:43611|issue:43646", + "issue:43482|issue:45538", + "issue:43377|issue:45491", + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:45325|issue:45834" + ], + "prepared_review_unit_hash": "8cff11110636c591d7cb1cc308a4fe2d4cef72965fb15d295e10d682d74db4e8", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36162, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated bug reports. I found two likely duplicate pairs centered on Transformers v5 regressions: `_is_hf_initialized`/`init_empty_weights`, and non-persistent buffers being filled with junk. The rest are model- or subsystem-specific and should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43644 is the clearest, most specific representative of the shared Transformers v5 non-persistent-buffer regression, and it matches a near-exact later duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest issue to anchor the cluster: concrete, broadly impactful, and it cleanly captures one of the true duplicate regressions in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Different problems: gradient checkpointing in eval mode vs a missing supports_gradient_checkpointing flag in a remote-code model." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5 regressions, but one is an init_empty_weights/_is_hf_initialized argument issue and the other is a storage deserialization error; different code paths." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different Qwen VL workflows and failures: multi-GPU training vs iterable-dataset finetuning with multiple images." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper load failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different issues: missing all_tied_weights_keys vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an accuracy regression on a different model are not the same bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states rebuilding are separate internals." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the init_empty_weights/_is_hf_initialized loading regression." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Both are v5 loading errors, but Qwen2.5-GGUF failure and missing pad_token_id on Llama4Config are distinct issues." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates and add_special_tokens BOS/EOS behavior are different tokenizer bugs." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Packaging/backend availability issue vs runtime undefined tf backend error; not the same underlying bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve AutoTokenizer, but one ignores tokenizer.json and the other miscomputes Granite token IDs; too different to merge confidently." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Docs mentioning removed pipeline tasks is not the same as a broken DIA example." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map auto dequantized loading/offload failure and Qwen3 MoE training memory inefficiency are different problems." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend installation packaging and PaddleOCR-VL loading are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment vs non-persistent buffer junk are different regressions." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-loading regressions, but base_model_prefix loading and custom model initialization are distinct failure modes." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading and CLIPTokenizer max length are unrelated tokenizer/model issues." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask batching bug and Gemma3 NaN embeddings from sliding-window attention are different code paths." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA missing temporal attention/weight sharing and Sam3Model text encoder loading are unrelated model-specific bugs." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is not the same as bfloat16 dtype mismatches." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffers being filled with junk is unrelated to ModelOutput key assignment." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 long OCR index errors 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": 27, + "review_unit_index": 14, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46209", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:40444|issue:45381", + "issue:43818|issue:45357", + "issue:43493|issue:43994", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:44829|issue:45479", + "issue:44291|issue:44877", + "issue:40444|issue:47217", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:45823|issue:46821", + "issue:43257|issue:45923", + "issue:42617|issue:42915", + "issue:42796|issue:46209", + "issue:41553|issue:43582", + "issue:40990|issue:42947", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43317|issue:43873" + ], + "prepared_review_unit_hash": "6a751c6ebd38b2198b745a4d97cdd6390bc03f1a1bba19ef67bd15ea4a66587c", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37583, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Conservative triage: most pairs are clearly distinct, and the two model-related soft edges are only related by failure area, not proven duplicates from titles/metadata alone. I would reject both soft edges and keep the Qwen2.5-VL issue as the best representative in that narrow area.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 45381 is the clearest, most concrete Qwen2.5-VL position/rope-index regression report in the set, so it is the best representative issue for this narrow area.", + "canonical_pr_reason": null, + "best_issue_reason": "45381 is the most actionable and specific issue here, with a direct regression description and a well-scoped code path to investigate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Different failures: multi-image finetuning/dataset handling vs video position-id regression." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different models and bugs: Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key serialization." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2 output discrepancies, but the metadata only shows a likely related symptom family; not enough evidence to call them the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both point to Qwen2.5-VL position/rope indexing, but one is still-image temporal scaling and the other is video vision_position_ids; related, but not proven duplicate." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a config/tie bug and the other is a device-dependent serialization regression." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated training bugs: flash_attention_3 behavior vs single-label classification zero-loss degeneration." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems: init_empty_weights argument handling vs strict config loading for granite_speech." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both involve VL prompts, but the concrete failures differ: multi-image finetuning vs image placeholder in user text." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior vs tokenization changes across versions are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL positional indexing." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position ids." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to torch.export support for torch_compilable_check." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are regressions, but in different models and code paths: video input handling vs Gemma4 PLE device map mismatch." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech checkpoint loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression and Whisper empty-transcription generation failure are unrelated symptoms." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and progressive generation inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug is unrelated to Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER padding/truncation is unrelated to export-time torch_compilable_check failures." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device mapping, but the models and failure modes differ too much to be the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DAC.from_latents/STE mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights and torch.compile SDPA failures are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE deepspeed conversion and missing gradient_checkpointing flag are different issues." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to FP8 inference on B200." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and Apple Silicon caching_allocator TypeError are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on WikiText and LoRA gradient-checkpointing ineffectiveness are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different behaviors and model families." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batching/padding-mask bug is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied lm_head weights and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Dequantized model offload load failure and generic quantization offloading issues are too different to merge." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall read is directionally reasonable, but it overstates the evidence in the two accepted soft edges. From the packet we only have titles/metadata, and neither 43493\u219443994 nor 45325\u219445381 is shown to be the same bug; they are only clearly related by model/failure area. The reasons should stay conservative (e.g. \"likely related\" or \"possibly duplicate\") rather than asserting a shared implementation mismatch or same code path. The rest of the false verdicts are mostly conservative, but the two true verdicts are too strong for the available evidence, so I would reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43646", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:44186", + "issue:44387", + "issue:44451", + "issue:44466", + "issue:44534", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46050", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46897", + "issue:47020", + "issue:47317" + ], + "soft_pairs": [ + "issue:43749|issue:44534", + "issue:36331|issue:42617", + "issue:43454|issue:43720", + "issue:43377|issue:44898", + "issue:41720|issue:43322", + "issue:43572|issue:45759", + "issue:46305|issue:46315", + "issue:36331|issue:42915", + "issue:43322|issue:46050", + "issue:44877|issue:44991", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:46897|issue:47317", + "issue:44466|issue:45357", + "issue:43873|issue:44756", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:45685|issue:46821", + "issue:43065|issue:46402", + "issue:44451|issue:47020", + "issue:43295|issue:45701", + "issue:46612|issue:46858", + "issue:36010|issue:42617", + "issue:43550|issue:43720", + "issue:43646|issue:46665" + ], + "prepared_review_unit_hash": "f473114d64de0132d0e4d5a2a64e3858cd9eebcb9246f6c8eef4f0f844b0db20", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35475, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: the issues span many unrelated regressions across loading, tokenization, generation, quantization, and model-specific behavior. I would not merge any of the soft-edge pairs as the same underlying bug/change.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 43646 is the broadest, most central regression report in the set: a Transformers 5.0.0 custom-initialization breakage. If one issue must anchor this mixed group, it is the most representative umbrella for the version-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the best single representative because it is a general API/regression report rather than a narrow model-specific symptom, so it is the most plausible catch-all among otherwise unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Different failure modes: FSDP RAM-efficient loading vs non-persistent buffer serialization/junk values." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated trainer API mismatch versus a 3D parallel example/runtime failure." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Both are weight/loading problems, but they affect different models and code paths: tied lm_head weights vs packed-weight unpacking under accelerate." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different model paths and bugs: MIMI padding-mask batching issue vs Perceiver positional interpolation at non-default resolution." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both involve model execution failures, but one is an A800 device-mapping assert and the other is a Llava Next segfault on load." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but one is a missing pad_token_idx and the other is wrong text_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Completely different areas: streaming mask off-by-one versus tokenizer lookup performance regression." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer custom-loss signature mismatch is unrelated to Qwen3Moe FP8 configuration failure." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Both touch model loading/saving, but one is a Llava Next segfault and the other is sinq quantized model round-trip corruption." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but one is strict config validation and the other is tokenizer construction for a specific model." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3.5 failures: device-mapping assert versus flash-attention generation correctness." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both mention memory issues, but one is int4 quantization reserved-memory OOM and the other is an apex RMSNorm leak in T5." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly on one model is not the same as a tokenization-behavior regression." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Device-mapping assert on Qwen3 is unrelated to the 3d_parallel.py execution failure." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor shape bug is unrelated to tokenization changes." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they are model-specific and described as separate issues, not one shared code-path defect." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Different serialization regressions affecting different components: lm_head.weight vs visual encoder keys." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading behavior and mmap OOM on Strix Halo are different problems." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Resume-from-checkpoint epoch iterator failure is unrelated to early stopping metric selection." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer batching crash and bfloat16 dtype mismatch are different subsystems and bugs." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram limitation on Int tensors is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Both are Sam3-related, but one is a dummy Conv2d placeholder and the other is missing text-encoder weight loading." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer loading failures, but one is ScandiBERT-specific loading and the other is an XLMRoberta/Unigram constructor mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Custom processor/tokenizer API regression is not the same as a general tokenization-behavior change." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/cache internals, but one is beam-search cache reorder and the other is prefill seq-length tensor arithmetic under torch.compile." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile SDPA failure for Bamba is unrelated to accelerate loading of packed BitNet weights." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both mention model initialization/loading, but one is a broad Transformers 5.0 breakage while the other is an inconsistency specific to from_pretrained inside Python classes." + } + ] + }, + "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": 27, + "review_unit_index": 16, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33666", + "issue:34634", + "issue:36032", + "issue:36331", + "issue:41720", + "issue:42915", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43441", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43716", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44488", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45823", + "issue:46291", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:46894", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:43577|issue:43708", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43881|issue:44488", + "issue:43404|issue:45357", + "issue:46821|issue:46869", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:41720|issue:45161", + "issue:44423|issue:45406", + "issue:28530|issue:33666", + "issue:44008|issue:45823", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:43441|issue:47337", + "issue:44734|issue:46858", + "issue:45479|issue:47317", + "issue:44671|issue:44743", + "issue:44186|issue:44361", + "issue:44464|issue:46858", + "issue:45632|issue:45684", + "issue:43716|issue:46821", + "issue:46894|issue:47317", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:29159|issue:36032", + "issue:30064|issue:34634" + ], + "prepared_review_unit_hash": "c330a6b538a4d9f2a8b866a5b35bf0b43665c037705b6c9feb071849d7e3e226", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35632, + "estimated_input_tokens": 8908, + "estimated_eval_tokens": 18072 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive mix of unrelated issue reports across tokenizers, multimodal processors, training, cache/generation, and device-mapping paths; none of the soft pairs look like true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46858 is the clearest, most technically specific bug report in the set and best represents the runtime/caching side of the cluster; the rest are mostly unrelated one-off model or API issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46858 has the strongest concrete failure description and most actionable low-level symptom, making it the best representative issue here even though the cluster does not center on a single duplicate bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Different failures: dtype propagation on Blip2 loading vs resume_from_checkpoint max_steps recalculation." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor-related, but one is a LayoutLMv2 tokenizer/NER padding crash and the other is an OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Bark CPU offload device mismatch." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but for unrelated models with different causes and code paths." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal bugs: untied lm_head in Mistral3ForConditionalGeneration vs incorrect visual encoder keys saved by Qwen3.5." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failures are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Quantization/offload themes overlap, but these are distinct failures in different models and loading paths." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image handling, but one is a processor output-size bug and the other is a Perceiver resolution/interpolation failure." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different parallelism bugs: Qwen3 auto device mapping assert vs GPT-OSS MoE tensor-parallelism not working." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve crashes in different ways: continuous-batching multimodal input handling vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Trainer early-stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable collision causing missing audio_mel_mask is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "FineGrainedFP8Config failure and kernels v0.15 import/revision requirement are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer.compute_loss signature breakage is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention compatibility in Ministral-3 and a flaky bbox coordinate test are not the same underlying issue." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache logic, but one is serve/KV-cache continuation indexing and the other is static-cache seq_length arithmetic on non-CUDA backends." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "A degenerate loss for single-label classification with num_labels=1 is not the same as a model-specific training-loss bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model-specific defects." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer failures, but they affect different tokenizers and have different crash modes." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Compiled forward chunked generation inconsistency is distinct from the static-cache seq_length device-tensor arithmetic bug." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation in save_pretrained are unrelated file-system bugs." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both mention training loss, but they are model-specific bugs with different mechanics and no shared code path shown." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric resolution and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoXConfig rotary_pct reload regression are different config bugs." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer add_special_tokens conflict are different tokenizer issues." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void-segmentation handling and BarkProcessor voice_preset support 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": 27, + "review_unit_index": 17, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44077", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:43452|issue:47020", + "issue:43881|issue:44991", + "issue:42915|issue:43322", + "issue:45701|issue:47145", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43526|issue:43883", + "issue:43540|issue:43782", + "issue:44492|issue:44509", + "issue:43531|issue:45759", + "issue:44534|issue:46665", + "issue:43550|issue:43653", + "issue:41720|issue:43746", + "issue:43257|issue:47254", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:45357|issue:46402", + "issue:43540|issue:46858", + "issue:44077|issue:44625", + "issue:43644|issue:46665" + ], + "prepared_review_unit_hash": "a9142642b343f1ad5d5b9d4b5cbb9c56dc60896fdc6a0e7f345aaa9c1b829bc5", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36356, + "estimated_input_tokens": 9089, + "estimated_eval_tokens": 18434 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly semantically similar but not true duplicates: they describe different models, different code paths, or different failure modes. No PRs are present. I\u2019d treat this cluster as loosely related loading/runtime issues, not mergeable duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 is the best representative if one must be chosen: it has the strongest discussion/inbound-reference signal and sits at the center of the broader offloading/quantization/runtime-loading theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most central and impactful issue in the set, with the highest external signal and a broad runtime failure surface.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer/load failures, but one is about gguf_file handling for AutoTokenizer/AutoModel, while the other is an XLMRobertaTokenizer/Unigram type mismatch." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading failures, but they affect different models and different breakpoints: glm-4v-9b loading versus tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "One is a FineGrainedFP8Config failure for Qwen3Moe; the other is a segmentation fault when loading Llava Next. Different model families and failure modes." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Both mention tokenization/version-sensitive behavior, but one is a tokenization drift report and the other is a compressed-tensors FP8 weight_scale bug." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error loading a CLIP model is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Both concern runtime/model behavior, but one is offloading with quantization while the other is a T5-specific Apex RMSNorm memory leak." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels is an image-preprocessing bug; Molmo all_tied_weights_keys is a model attribute/load issue." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "One is a video-input processing ValueError in Qwen3OmniMoe; the other is a from_pretrained weight_only=True error in Qwen3VL." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as outdated docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3 MoE/composite configs, but one is a sliding_window issue and the other is AutoModelForCausalLM.from_config not unwrapping text_config." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffers filled with junk is a framework regression; inconsistent from_pretrained behavior inside Python classes is a separate API behavior issue." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile SDPA failure and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert on A800 is a GPU/device-mapping failure; GraniteSpeech PEFT local-checkpoint loading is a different loader path." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MOE weights not converted with accelerate+deepspeed and a PEFT/ZeRO-3 checkpoint error are both training/loading issues but not the same code path." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are CI/runtime loading problems, but one is device mismatch with CPU offload and the other is unpacking packed BitNet weights during accelerate loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning and a video-branch undefined-variable bug in multimodal token counting are different defects." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in transformers serve is unrelated to streaming chat/completions failures for Qwen3.5-0.8B." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState num_input_tokens_seen not updating is a trainer bookkeeping bug, not a generation-path issue with inputs_embeds/past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention Qwen3-MoE/sizing behavior, but sliding_window and TimesFM window_size AttributeError are distinct models and APIs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure and Qwen3 auto device mapping cudaErrorAssert are unrelated model-specific bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding_window in Qwen3-MoE is unrelated to the Float8 storage lookup error when loading quantized checkpoints." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and BigBirdTokenizer mask token registration are different subsystems and failure classes." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics tuple-label truncation and SAM3 PCS text/bbox odd behavior are different evaluation versus multimodal-input bugs." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5/MoE configs, but one is from_config text_config unwrapping and the other is CPU-offload incompatibility in rotary embedding forward." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "ScandiBERT loading failure and est-roberta tokenizer failure are separate model/tokenizer regressions." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Saving incorrect visual encoder keys and text encoder weights not loaded are opposite sides of Qwen3.5 vs Sam3 model handling, not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and static-cache slice arithmetic on non-CUDA backends are unrelated runtime paths." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are distinct config/architecture issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in Transformers v5 is a framework initialization regression; from_pretrained inside Python classes is a different loading-context inconsistency." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43673", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44368", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44995", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45479", + "issue:45704", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46858", + "issue:47050", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:45923|issue:47333", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:44918|issue:44936", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:42886|issue:44843", + "issue:44368|issue:45357", + "issue:43381|issue:45704", + "issue:43746|issue:46050", + "issue:44514|issue:44545", + "issue:43421|issue:43927", + "issue:46655|issue:46693", + "issue:43746|issue:43873", + "issue:30064|issue:36010", + "issue:39692|issue:43493", + "issue:43421|issue:43653", + "issue:43673|issue:47337", + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:46032|issue:46463", + "issue:44464|issue:47050", + "issue:44995|issue:46858" + ], + "prepared_review_unit_hash": "8077d4d9291858396c2eaed7506ed9a56ac13c07a90c10bb4041cec453292f9f", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35380, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated bug reports with one clear duplicate pair around `Qwen2_5_VLProcessor.apply_chat_template` crashing on batched input when `padding=False`.", + "confidence": 0.93, + "canonical_issue_reason": "Use issue 44514 as the canonical issue: it is the earlier, more specific report of the batched-input `padding=False` crash in `Qwen2_5_VLProcessor.apply_chat_template`.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44514 is the best representative because it most clearly states the concrete failure mode and matches the near-identical follow-up report 44545.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Different problems: missing `supports_gradient_checkpointing` flag vs inability to save a disk-offloaded Qwen3 model." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Both involve loading/quantization/offloading broadly, but they describe different concrete failures and code paths." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/model load errors: AddedToken keyword conflict vs failure to load a specific model." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated image-resolution/interpolation bug vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention `num_labels`, but one is a propagation bug in Qwen3.5 config and the other is a multi-model zero-loss classification issue." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different training/runtime failures: embedding unpacking with TRL SFT trainer vs `evaluate()` after `train()`." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both touch training behavior, but one is eval-mode gradient checkpointing and the other is a DeepSpeed ZeRO-3 gradient anomaly." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/model-processor mismatches, but they concern different models and distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3 auto device mapping CUDA assert vs T5 Apex RMSNorm memory leak." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are offline/cache related, but one is tokenizer cache loading and the other is an unconditional `model_info()` call in Mistral regex patching." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Separate issues: a warning about `tie_word_embeddings` during LoRA fine-tuning vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "No shared concrete code path; gradient checkpointing eval-mode restriction is unrelated to T5 RMSNorm leak." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading/saving models, but one is PEFT adapter local checkpoint loading and the other is quantized model persistence." + }, + { + "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`; titles and failure mode match." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is loss of custom token IDs after save/load." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Both affect generation/video performance broadly, but one is video processor padding and the other is FA2 long-context performance regression." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Different offloading-related bugs: PEFT local checkpoint loading vs quantization/offloading behavior." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated failures: image processor segmentation-map handling vs a `GenerationMixin` import error." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but one is docs/example mismatch and quantization failure; the other is a discrepancy versus the original JAX implementation." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer bugs: runtime post-processor refresh vs BigBird mask token registration/empty decode output." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "Completely different: missing `GenerationMixin` cache in v5 chunked prefill vs a flaky bbox-range test." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output quality issues, but for different models and unrelated causes (SigLIP2 vs CamemBERT)." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both reference Mistral/Kimi tokenizer fixes, but one is an AttributeError in `_patch_mistral_regex` and the other is a regression with codec handling; not the same concrete bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Different code paths: Mamba2Mixer cache correctness vs T5 decoder input validation error messaging." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Both involve generation/export correctness, but one is compiled forward chunked generation and the other is ONNX fp16 export dtype mismatch." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Different cache bugs: stale indexer cache on second forward pass vs device-tensor sequence length breaking static-cache slice arithmetic." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded summary and conservative soft-edge calls. The duplicate/near-duplicate pair `issue:44514` / `issue:44545` is well supported by the packet, and the other pairings are reasonably rejected as distinct concrete failure modes rather than overstated matches." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 19, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:44857|issue:47050", + "issue:39692|issue:43873", + "issue:43526|issue:43881", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44062|issue:44488", + "issue:43653|issue:43720", + "issue:44625|issue:47050", + "issue:43531|issue:43643", + "issue:45381|issue:46693", + "issue:44488|issue:47020", + "issue:46829|issue:46832", + "issue:44220|issue:44661", + "issue:41720|issue:44991", + "issue:43611|issue:46665", + "issue:30064|issue:36331", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43653|issue:43819", + "issue:44821|issue:45084", + "issue:45987|issue:46829", + "issue:43550|issue:43819", + "issue:43335|issue:43756" + ], + "prepared_review_unit_hash": "3210016bc13bc8f4594177adf856a02a998c8f0312a26601172816a440e0260c", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37228, + "estimated_input_tokens": 9307, + "estimated_eval_tokens": 18870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate; the set spans mostly unrelated model/tokenizer/config regressions. There are no PRs in the input, so the broadest active issue is the best canonical issue choice.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43873 is the most active open report (highest discussion and inbound references) and is broad enough to serve as the umbrella issue for triage in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest representative item overall because it has the most traffic and describes a cross-cutting user-facing regression rather than a narrow model-specific crash.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen VL/video paths, but one is a weight_only load error and the other is a video position-id bug; different concrete failures." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer internals vs LayoutLMv2 NER/padding crash; different code paths and symptoms." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression is unrelated to list_repo_files revision forwarding in CI." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype/fp16 issues, but they affect different models and different export/runtime paths." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation/example errors and a quantization offloading regression are not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "Docs/example problems and Canine ONNX dtype mismatch are distinct issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are unrelated implementation bugs." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel indexing and fbank feature extraction are different subsystems." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same as Kosmos2.5 long OCR index error." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input related, but they fail in different Qwen model families and different stages of processing." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile+SDPA on Bamba is unrelated to DiaConfig losing custom token IDs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile failure and MLukeTokenizer AttributeError are different model/code-path bugs." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication is not the same as failing to load cjvt/sleng-bert." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird tokenizer special-token registration and BitNet accelerate loading are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:47050", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Canine ONNX dtype mismatch are different problems." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding window and AutoConfig trust_remote_code field loss are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Video position IDs bug and FA2 long-context performance regression do not share the same fix." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Tokenizer loading failure for one model is not the same as Unigram expecting a sequence in XLMRobertaTokenizer." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism output field mismatch and RT-DETR feature-level TypeError are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction and add-new-model-like tokenizer mapping failure are different areas." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and est-roberta tokenizer loading are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression and Python-class from_pretrained inconsistency are not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default resolution failure are different model issues." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is an AttributeError on backend_tokenizer; different concrete failures." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird tokenizer special-token registration and DAC latent decoding mismatch are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation error do not share a code path." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length contract and VideoPrism hidden_states field mismatch are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba SDPA compile failure and DAC from_latents mismatch are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer count issue are different model configuration problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 20, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43697", + "issue:43716", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45479", + "issue:45563", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46752", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47276", + "issue:47337" + ], + "soft_pairs": [ + "issue:43540|issue:44008", + "issue:44008|issue:46858", + "issue:43643|issue:44877", + "issue:34634|issue:36010", + "issue:44991|issue:47020", + "issue:43618|issue:43697", + "issue:45987|issue:46932", + "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:44805|issue:44936", + "issue:46752|issue:47337", + "issue:43322|issue:45685", + "issue:44991|issue:46291", + "issue:45584|issue:45834", + "issue:43421|issue:44811", + "issue:43606|issue:45072", + "issue:45183|issue:45479", + "issue:46294|issue:46463", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:43550|issue:45072", + "issue:43644|issue:43749", + "issue:43782|issue:44977", + "issue:43716|issue:44008", + "issue:45563|issue:47276" + ], + "prepared_review_unit_hash": "03a268d98809ec61d5f0907907c16ff1f58e032a70ea515ad2f166008390f400", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35948, + "estimated_input_tokens": 8987, + "estimated_eval_tokens": 18230 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a loose collection of unrelated issue reports; the soft links are mostly broad thematic similarities rather than the same concrete bug. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the best umbrella issue here: it is the broadest, most central report about recent transformers versions breaking `trust_remote_code`/remote-code models, with the strongest chance of subsuming nearby version-regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 best represents the cluster because it is the highest-level, most reusable problem statement among the issues provided.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different models and failure modes: Qwen3OmniMoe video input ValueError vs Gemma3n variable-name collision AttributeError." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Both mention runtime tensor issues, but one is Gemma3n forward-name collision and the other is StaticCache sequence-length/type behavior; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading problems, but one is missing fields from `trust_remote_code` and the other is strict config rejection for `granite_speech`; different code paths." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated: BarkProcessor voice_preset handling vs an import error for `GenerationMixin`." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-load regressions, but they target different models and likely different tokenizer constructors/code paths; not enough evidence of the same defect." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output field assignment regression is unrelated to RTDetrV2 output drift." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type bug vs Gemma4 quantized embedder dtype casting; different subsystems." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation example errors for SigLIP2 are unrelated to Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 is a specific missing-helper regression (`is_torch_fx_available`), while 45020 is a broader remote-code breakage report; related theme, but not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: LayoutLMv2 NER/padding crash vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output-regression reports, but for different models and behaviors (Pegasus generation vs CamemBERT masked LM)." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A tensor-mask shape mismatch is not the same underlying problem as trainer.evaluate failing after trainer.train()." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Both mention IndexError, but one is empty chat-template input and the other is a flaky bbox-range test; unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault while loading Llava Next models is unrelated to an MPS histogram kernel limitation on Int tensors." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure for a specific model is unrelated to `transformers.pipelines` import failing due to kernels version requirements." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation failure and Kosmos2.5 long-OCR index error are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve post-processing/special tokens, but one is runtime special-token updates in TokenizersBackend and the other is Whisper `batch_decode` ignoring `skip_special_tokens`." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different mismatch classes and models: CPU offload device mismatch in Bark vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR errors and zero-loss classification behavior are unrelated problems." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video chat-template token/feature mismatch is unrelated to T5 decoder input validation error messaging." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are different model-specific failures." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype loading bug and Video-LLaVA temporal-attention/weight-sharing issue are not the same defect." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both are backend/runtime mismatches, but one is a torch.compile+SDPA failure in Bamba and the other is bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk in v5 is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Weight-only loading error for Qwen3VL is different from flash-attention generation issues in Qwen3.5." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 preprocessor/model dtype mismatch is unrelated to Gemma3n's audio_mel_mask attribute collision." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message issues, but they refer to different warnings in different generation paths; 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": 27, + "review_unit_index": 21, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43653", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44291", + "issue:44610", + "issue:44671", + "issue:44912", + "issue:44964", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932", + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:43825|issue:43994", + "issue:43582|issue:46512", + "issue:43931|issue:46846", + "issue:28218|issue:29159", + "issue:43388|issue:46032", + "issue:43540|issue:45381", + "issue:47276|issue:47337", + "issue:44610|issue:45072", + "issue:43645|issue:46665", + "issue:43749|issue:44291", + "issue:34634|issue:36331", + "issue:43720|issue:45072", + "issue:47254|issue:47333", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:46697|issue:46728", + "issue:47254|issue:47332", + "issue:43577|issue:43582", + "issue:43782|issue:45325", + "issue:44964|issue:47337", + "issue:43742|issue:45020", + "issue:42915|issue:47333", + "issue:43825|issue:43827", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:43262|issue:43819" + ], + "prepared_review_unit_hash": "a42b6b2202141519c65ed395405437dd0a465a7e7f568e91c0f4f03209e376ac", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36158, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster does not contain any merge-worthy duplicate pair; most items only share broad subsystem vocabulary (tokenizers, loading, vision, quantization) but differ in the concrete failure mode or fix path.", + "confidence": 0.67, + "canonical_issue_reason": "issue:28218 is the clearest standalone bug report in the set: it is specific, reproducible, and narrowly scoped to a tokenizer regression, making it a reasonable representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:28218 is the best overall issue candidate because it is concrete and well-scoped, with stronger signal than the broader or more ambiguous reports in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Both touch pipeline/translation-related behavior, but one is an error-message wording issue and the other is a model output regression; different bugs." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale dtype in from_config are unrelated loading/runtime bugs." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Different Qwen models and different causes: one is a weight-shape load failure, the other is a tensor-parallel plan omission." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer regressions, but the first is a specific added-token spacing bug while the second is a broader slow-vs-fast inconsistency report." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different code paths: metric gathering drops labels, while Mamba2 cache use returns incorrect results." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs, but they are different Qwen models and different failure modes." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A misleading warning message is not the same bug as a flaky bounding-box range test failure." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Image processor size mismatch and bfloat16 dtype mismatch are unrelated issues." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both concern model initialization behavior, but one is about Jupyter/custom models and the other about from_pretrained inside Python classes." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both are model-loading issues, but the APIs and root causes differ: FSDP RAM-efficient loading vs init_empty_weights/_is_hf_initialized." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss signature errors are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking in accelerate loading is a different failure mode from dtype mismatches in inference." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Gradient-checkpointing/ZeRO checkpoint errors are not the same as failing to save a disk-offloaded model." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency coverage and tokenizer regex patch crashes are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "A masked-LM prediction regression is not the same underlying bug as a general tokenization-change report." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-preprocessing issues, but one over-pads images and the other miscounts patches for a different model." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "These are both training/offloading-related, but they fail in different operations and code paths." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError are separate bugs." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Loading with weight_only=True and incorrect rope index scaling are different Qwen-VL issues." + }, + { + "left": "issue:44964", + "right": "issue:47337", + "accept": false, + "reason": "Model loading failure and a flaky bbox test are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error loading one model is not the same as the broader remote_code breakage." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "FineGrainedFP8 quantization failure and disk-offloaded save failure are distinct issues." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an incorrect error message; the other is stale documentation referencing removed pipeline APIs." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "A huge one-hot embedding implementation and quantized embedders dtype casting are different Gemma4 problems." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIPTextModel structural inconsistency are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Missing special-token registration and MXFP4 quantization fallback are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Sampling-rate defaulting in chat templates and DAC latent/forward mismatch are unrelated audio 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": 27, + "review_unit_index": 22, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:47050", + "issue:47217" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43262|issue:47217", + "issue:45372|issue:46326", + "issue:43582|issue:44857", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:36010|issue:36331", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:44060|issue:44368", + "issue:43257|issue:43329", + "issue:43526|issue:43697", + "issue:42175|issue:46291", + "issue:45081|issue:45406", + "issue:43452|issue:44991", + "issue:43906|issue:46209", + "issue:43819|issue:43927", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:42490|issue:43257", + "issue:43257|issue:43696", + "issue:43526|issue:44554", + "issue:38175|issue:44610", + "issue:43643|issue:45759", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43262|issue:44811", + "issue:45859|issue:47050" + ], + "prepared_review_unit_hash": "48e62ebc1878f35e2f68d4a170008ab07fb5150c410c86ec6f693d8252954937", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36495, + "estimated_input_tokens": 9124, + "estimated_eval_tokens": 18504 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft matches are false positives: they share broad subsystem keywords, but each pair points to a different concrete bug, model, or code path.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the items are heterogeneous and do not form a true duplicate cluster.", + "canonical_pr_reason": "No PRs are present in this cluster.", + "best_issue_reason": "No good representative issue: the set spans unrelated tokenizer, processor, training, quantization, and model-specific regressions.", + "best_pr_reason": "No PRs are present, so there is no best PR candidate.", + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: storage lookup for float8 tensors vs PIL image processor dependency handling." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Different multimodal bugs: audio chat-template sampling rate vs VL image-placeholder handling." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both involve mistral_common, but one is a missing import for Gemma 4 loading and the other is continue_final_message logic for tokenizers." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated code paths: Apple Silicon allocator warmup TypeError vs CUDA AMP loss crash." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is a packaging/import issue, while the other is Jupyter custom-model initialization in v5." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different model/runtime problems: torch.compile+SDPA on Bamba vs MXFP4 quantization fallback on git-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Different failures: missing GenerationMixin import vs Trainer compute_loss signature mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training bugs: Zero3/non-pretrained Bert index error vs evaluate() failing after train()." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue is unrelated to PIL backend torchvision dependency regression." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they affect different Qwen variants and arise from different warning logic." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: MOE weight conversion under accelerate+deepspeed vs undefined variables in multimodal token counting video path." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different vision issues: BeitImageProcessorFast label reduction vs RTDetrV2 output differences in v5." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated dependency problems: torch extra omitting tensorflow vs kernels v0.15 import-time version/revision requirement." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are tokenizer/processor loading errors, but they involve different classes, attributes, and failure points." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling in from_pretrained is a different path from the est-roberta tokenizer loading regression." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "Completely different topics: reproduction of another issue vs FP8 inference failure on B200." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different model bugs: DAC latent reconstruction mismatch vs DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation/load issues: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different processor behaviors: local PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Different issues: local-path trailing slash import warning vs Qwen3 MOE weight conversion." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different problems: deepspeed/accelerate conversion bug vs CUDA out-of-memory on GPT-oss-20b." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Different subsystems and bugs: image label reduction vs MPS attention correctness." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different model regressions: unexpected zero probabilities in SigLIP2 vs processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config loading, but one loses fields with trust_remote_code while the other fails to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Different code paths: template compilation TypeError vs CLIPTokenizer max length bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-branch variables are unrelated to stale auto_mappings references to removed configs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different processor behaviors: audio chat-template sample rate vs Whisper decoding skip_special_tokens." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Different runtime failures: CPU offload incompatibility in Qwen rotary embedding vs fp16 ONNX dtype mismatch in CanineModel." + } + ] + }, + "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": 27, + "review_unit_index": 23, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45127", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47020", + "issue:47145", + "issue:47333" + ], + "soft_pairs": [ + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:42915|issue:44821", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:44589|issue:47333", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:45081|issue:47020", + "issue:44987|issue:45538", + "issue:46421|issue:46424", + "issue:43650|issue:43906", + "issue:43525|issue:46291", + "issue:43425|issue:46291", + "issue:28282|issue:29870", + "issue:43540|issue:46701", + "issue:43749|issue:44756", + "issue:28282|issue:34689", + "issue:44568|issue:45356", + "issue:43454|issue:43577", + "issue:33357|issue:34567", + "issue:43404|issue:45127" + ], + "prepared_review_unit_hash": "a26a2a21fe7b874d053f7fd87cf4a973ade5ce2ca79355da15413930e21f1382", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35404, + "estimated_input_tokens": 8851, + "estimated_eval_tokens": 17958 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most pairs only share broad subsystem keywords (tokenizers, video, quantization, loading) rather than the same concrete bug. No PRs are present, and I found no soft-edge pair that is convincing enough to merge.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43329 is the most concrete, code-path-specific report in the set: it names a failing helper/branch in shared multimodal video token counting and is a better anchor than the broader regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the best overall issue to keep as the representative duplicate target because it is precise, actionable, and tied to a specific shared code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs-example errors for SigLIP2 vs a Git-Oss MXFP4 loading fallback; different models and failure modes." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video paths, but one is an undefined-helper bug in multimodal token counting and the other is a model-family/version regression; not clearly the same concrete defect." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FineGrainedFP8 loading failure vs AutoImageProcessor-from-URL failure; unrelated code paths." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video token-counting bug vs batched video-processor shape bug; different layers of the pipeline." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading failures with no clear shared mechanism." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument mismatch vs PIL processor torchvision requirement; unrelated bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token counter update bug vs perplexity regression; no shared code path." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE conversion/deepspeed issue vs Qwen3-VL weight-shape mismatch; both are loading problems but not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the causes and affected paths are different." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer inconsistency vs TrainerState token accounting; unrelated subsystems." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "FP8 storage lookup failure vs disk-offloaded save failure; different mechanisms." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization-related, but MXFP4 fallback and missing weight_scale are distinct bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both complain about overly broad exception handling, but in different modules and with different concrete failures." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch crash vs XLMRoberta Unigram initialization type error; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model loading regression vs tokenizer max_length default bug; not the same issue." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init recompilation and the other is cache-length configuration handling." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A nonspecific placeholder issue vs a reproduction of another issue; not duplicates." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs kernels package version requirement on pipeline import." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility vs kernels import requirement; different dependency issues." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Missing PyTorch import error vs Bart generate decoder-mask bug; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both touch multimodal/video flows, but Qwen3OmniMoe video input failure and DiffusionGemma pipeline failure are different code paths." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU-RAM-efficient loading bug vs mmap OOM on Strix Halo; different root causes." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch missing import vs Llama 3.2 Vision model-loading regression; unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Special-token handling regression vs Kimi tokenizer codec/regression warning; distinct tokenizer issues." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight-tying bug in AyaVision vs dtype propagation bug in BLIP2; different model-loading problems." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error vs TrainerState token counter update; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied embeddings, but one is a missing lm_head tie in Mistral3 and the other is LoRA merge with extended vocab; 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": 27, + "review_unit_index": 24, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:43697|issue:45357", + "issue:44936|issue:46821", + "issue:42175|issue:43824", + "issue:39379|issue:44554", + "issue:28282|issue:29127", + "issue:43742|issue:44291", + "issue:44479|issue:46693", + "issue:45137|issue:45405", + "issue:44857|issue:46832", + "issue:44589|issue:47332", + "issue:44291|issue:44821", + "issue:43582|issue:47254", + "issue:42915|issue:45538", + "issue:44062|issue:44991", + "issue:24643|issue:29159", + "issue:42915|issue:43749", + "issue:44568|issue:45488", + "issue:45538|issue:46869", + "issue:27957|issue:28282", + "issue:43452|issue:43582", + "issue:43540|issue:44560", + "issue:41720|issue:43540", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:44987|issue:45907", + "issue:43531|issue:44821", + "issue:44479|issue:45381", + "issue:42175|issue:44488", + "issue:43577|issue:46512", + "issue:44062|issue:45081" + ], + "prepared_review_unit_hash": "5e86475e7fae16852cf828d66543ac0135f17b82c8026ca2a13f1b865fe84d4e", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly false-positive similarity across unrelated issues. The only clear duplicate-like pair is the Qwen2.5-VL video-input regression: issue 44479 is the broader umbrella, and 45381 appears to be the same bug manifested as wrong `vision_position_ids` handling.", + "confidence": 0.84, + "canonical_issue_reason": "issue:44479 is the broadest and most representative report of the shared Qwen video-input regression, covering qwen2_5_vl and related Qwen video models rather than a single narrow symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best represents the cluster because it describes the common regression at the highest level and is the likely umbrella for the more specific qwen2.5-vl report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different models and different failure modes: RTDetr output mismatch vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Both are training-related, but one is a trainer lifecycle failure and the other is a TimesFM `window_size` attribute error." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated: backend installation packaging vs a missing Qwen2.5-VL class import." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Different subsystems and bugs: LayoutLMv3 mask handling vs MPS attention correctness." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError for missing PyTorch backend is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different load-time problems: missing key for MobileLLM vs `init_empty_weights` unexpected `_is_hf_initialized` argument." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both are regressions, but one is a video-input bug and the other is a long-context FA2 performance regression." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO-3 deque error is unrelated to the PEFT version bump complaint." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both concern detection models, but the crashes are different and not the same code-path bug." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to disk-offload save behavior." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected init argument vs image-processor-from-URL loading are different issues." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to PEFT + ZeRO-3 checkpointing failure." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both involve tokenizer loading, but the reported errors and affected models are too different to treat as the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training RuntimeError is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different problems: Qwen3MoE FP8 config vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is special-token insertion and the other is LlamaTokenizer pre-tokenizer override; not the same concrete bug." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length bug is unrelated to YOLO device-map failure." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta is unrelated to missing PyTorch import detection." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loader breakage is unrelated to the Apple Silicon allocator TypeError." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen issues, but the models and failure modes differ; not enough evidence of one underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert is unrelated to Qwen3OmniMoe video-processing failure." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both mention Qwen video inputs, but 43540 is a different model and a different error path from the v5.3.0 regression cluster." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer token-count tracking and custom compute_loss signature mismatch are distinct trainer API issues." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression for `physical-intelligence/fast` is unrelated to `list_repo_files` forwarding `revision`." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same Qwen2.5-VL video-input regression: 45381's wrong `vision_position_ids` looks like the concrete symptom behind the broader v5.3.0 video failure in 44479." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Package backend installation issue is unrelated to a specific model load failure." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is Blip2/qformer loading and the other is `from_config` leaving `config.dtype` stale; different bugs." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: duplicate `special` kwarg vs `_patch_mistral_regex` missing `backend_tokenizer`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: issue 44479 is clearly the broad Qwen video-input regression umbrella, and 45381 is the most plausible related duplicate/specific manifestation from the title alone. The other soft-edge verdicts are conservative and do not overclaim beyond the evidence available in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:42796", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46899", + "issue:47276", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:44849|issue:45701", + "issue:38175|issue:44898", + "issue:42915|issue:47332", + "issue:45042|issue:45081", + "issue:44792|issue:44964", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43756|issue:45325", + "issue:43742|issue:47333", + "issue:43756|issue:46399", + "issue:43716|issue:46701", + "issue:45672|issue:45674", + "issue:46463|issue:47276", + "issue:44737|issue:46463", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:24643|issue:29870", + "issue:44625|issue:44877", + "issue:43540|issue:46693", + "issue:43452|issue:44488", + "issue:43742|issue:47332", + "issue:28282|issue:32090", + "issue:42796|issue:43906", + "issue:46463|issue:46899", + "issue:44466|issue:45005", + "issue:41762|issue:44936" + ], + "prepared_review_unit_hash": "064537e982fa406a00e4df75c3c41d309a41f58f1aa30281e3a022486b67c363", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36684, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly unrelated issue reports that only share broad subsystem or symptom similarity. I found one plausible duplicate pair around v5 tied-weights serialization; the rest should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44466 is the most concrete, versioned repro for the tied-weights regression and cleanly anchors the broader v5 report in issue:45005.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 has the clearest standalone bug description and reproduction context, making it the strongest canonical issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-state behavior vs a tokenizer/version regression." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model failures, but the models and failure modes are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "Different offloading/quantization problems: FP8 config failure vs save-on-disk-offloaded-model failure." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated areas: image processor dependency handling vs Mistral regex patch crash." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and different failure points." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are load-time errors, but the specific root causes do not match." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer count are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different rotary-position bugs in different model families." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "Different model-loading vs disk-offloading save issue." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Different Qwen/Smollm model internals and different failure modes." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipelines and different dtype/processing problems." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit inference, but one is Gemma4 uint8 dtype handling and the other is BitsAndBytes skip-module behavior." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "An error-message issue for T5 is not the same as a warning-message issue in continuous batching." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug is unrelated to T5 decoder validation messaging." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device-map mismatch is a different forward-pass bug." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump issue and auto-mappings CI break are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "A reproduction of another issue is not the same as a performance regression in FA2 generation." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions with different models and different behaviors." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but the affected models and code paths differ enough that this is not clearly the same bug." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed training weight-shape error and Bart generate() unbound variable are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Config propagation bug vs strict-config loading failure; different causes." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input ValueError and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but there is not enough evidence they share the same underlying bug." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Different model-loading error vs disk-offload save failure." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import and unsupported NoneType broadcast are different failure classes." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an isolated reproduction of another issue are not the same bug." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "Error-message wording for T5 is unrelated to Gemma4 multimodal 4-bit processing." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same v5 tied-weights regression affecting serialization/loading, with issue:44466 providing the more concrete repro." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 load failure and post-train evaluate() failure are different trainer/model lifecycle issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft-edge rejects. The only accepted pair, issue:44466 with issue:45005, is well supported by the v5 tied-weights serialization/loading titles and metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46402", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:47000", + "issue:47332" + ], + "soft_pairs": [ + "issue:45663|issue:46846", + "issue:44913|issue:46121", + "issue:43452|issue:44843", + "issue:43697|issue:46829", + "issue:44737|issue:45588", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:45357|issue:45920", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:43643|issue:45375", + "issue:43994|issue:44898", + "issue:44843|issue:44991", + "issue:44821|issue:46821", + "issue:40444|issue:44811", + "issue:44756|issue:47332", + "issue:29159|issue:33357", + "issue:45372|issue:46170", + "issue:43688|issue:45704", + "issue:44857|issue:47000", + "issue:43525|issue:46701", + "issue:43295|issue:45356", + "issue:43756|issue:46402", + "issue:43688|issue:45701", + "issue:43646|issue:43749" + ], + "prepared_review_unit_hash": "716ebc9c6b75feb6db9103a38f8232e85be42204850a713dda9f23aa08bbf5d5", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36384, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy mix of unrelated Transformers issues that only share broad subsystem vocabulary (tokenizers, loading, vision, configuration). None of the listed soft pairs look like the same underlying bug or change, so I rejected them all.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45920 is the broadest and most representative report here: a v5 tokenizer regression affecting multiple models and token IDs, which best matches the cluster\u2019s recurring tokenizer/loading theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the strongest cluster representative because it describes a cross-model tokenizer regression rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different models and different failure modes: Gemma-4 FSDP2 key error vs Qwen3.5 TP plan omissions/OOM." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch RoPE/config handling, but one is a reload-default bug and the other is a TypeError from JSON-loaded lists; not the same defect." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Unrelated codepaths: gguf/pretrained loading breakage vs unconditional model_info() call in offline Mistral regex patching." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and symptoms: RT-DETR output drift vs VideoPrism output field mismatch." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device bug and flash-attention s_aux None crash are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RT-DETR inference drift is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure are different model paths." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual encoder key serialization is unrelated to tokenizer token-ID regression across models." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings and sinq quantization save/load breakage are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related errors, but on different tokenizers and different root causes." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probability inference and processor.tokenizer regression are not the same underlying issue." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Distinct tokenizer implementations and failures; no shared concrete code-path." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM-efficient loading are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Generic trust_remote_code field loss and a Qwen3_5MoeVisionConfig strict-field drop are different serialization problems." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision models and symptoms; one is nonsensical SigLIP2 outputs, the other is Perceiver resize/interpolation failure." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline regex patching bug and EMBEDDIA tokenizer loading regression are not the same code-path." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Multi-image iterable fine-tuning failure and Whisper batch_decode skip_special_tokens behavior are different issues." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Strix Halo mmap/OOM mitigation and disk-offloaded Qwen3-VL save failure are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Generic slow-vs-fast tokenizer inconsistency and a MacOS CLIP bus error are different bugs." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "These titles point to different failures: Gemma 4 processor loading import issues vs Windows ROCm torch.distributed dependency problems." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization and T5 apex.FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different RT-DETR losses and different crash causes; not mergeable as one bug." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id attribute error is unrelated to DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Processor/tokenizer regression with images and Kimi-K2.5 codec handling are different tokenizer bugs." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer omission and Sam3Model text encoder weight loading are unrelated model bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization regression and FSDP CPU RAM-efficient loading failure are not the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 27, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44977", + "issue:45405", + "issue:45440", + "issue:45542", + "issue:46050", + "issue:46178", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46846", + "issue:46932", + "issue:47013", + "issue:47254", + "issue:47276" + ], + "soft_pairs": [ + "issue:43653|issue:44568", + "issue:45542|issue:46178", + "issue:43761|issue:46829", + "issue:46832|issue:46932", + "issue:43653|issue:43927", + "issue:43761|issue:47013", + "issue:44464|issue:44743", + "issue:33666|issue:36010", + "issue:44479|issue:44625", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:33666|issue:36331", + "issue:43688|issue:45440", + "issue:41720|issue:44464", + "issue:44977|issue:46693", + "issue:44484|issue:44704", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:43643|issue:44561", + "issue:44734|issue:46612", + "issue:45405|issue:47254", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:44625|issue:47276", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43611|issue:46846" + ], + "prepared_review_unit_hash": "c40c57d3d662b371238b218bea72e5f3133f39efe7738b1ae194763e943db299", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37643, + "estimated_input_tokens": 9411, + "estimated_eval_tokens": 19078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a similarity bucket of unrelated issues across tokenization, loading, training, generation, and config/backend plumbing. None of the soft pairs look like the same underlying bug or a mergeable duplicate PR target.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the candidates span many unrelated failure modes, so there is no clear duplicate anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44568 is the closest thing to a broadly stated regression-style issue, but it still only covers one tokenizer-specific bug and does not represent the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is BigBird special-token registration and the other is BOS/EOS insertion for mdeberta; different bugs." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention TF-related backend issues, but one is tensorboard-without-TensorFlow and the other is an unknown tensorflow_text backend mapping problem." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Different output bugs: hidden_states missing in CLIPVisionModel vs hidden_states mispackaged in VideoPrism classification output." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated model bugs." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration vs DiaConfig losing custom token IDs after save/load; different layers and symptoms." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIP hidden_states regression and xLSTM state-unpacking crash are unrelated code paths." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but compiled chunked generation and xLSTM recurrent-state reset are different bugs." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and a GenerationMixin import error are unrelated issues." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video input regression and num_labels propagation are different Qwen3.5 problems." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading failure and BLIP2 dtype staying float32 are separate from_pretrained vs dtype bugs." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer-related, but one is a v5 clean_up_tokenization_spaces behavior change and the other is a CodeLlama leading-space round-trip regression." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType and Qwen2-VL multi-GPU training are different multi-GPU failures." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Inconsistent lm_head serialization and sinq quantized save/load breakage are unrelated persistence bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Both touch training, but one is Qwen2-VL multi-GPU setup and the other is a CustomTrainer signature change." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Aux loss normalization and DeepseekV3MoE divergence are different model-math issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "cudaErrorAssert on auto device mapping is not the same as compiled chunked generation inconsistency." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both involve generation and attention, but one is a Qwen3.5 correctness bug and the other is a long-context performance regression." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained sharding-size question and AutoProcessor cached_file kwargs handling are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba SDPA torch.compile failure are different model/runtime bugs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention generation failure are different code paths." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is v5 removal of is_torch_fx_available." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing and beam-search cache reorder skipping are both generation bugs, but not the same mechanism or fix." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "MIN_PEFT_VERSION bump and PEFT+ZeRO-3 checkpointing error are unrelated versioning vs runtime issues." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift and auxiliary-loss normalization are different numerical regressions." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit pretrained-load legacy field and BitNet packed-weight loading are separate loading failures." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load error and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Num_labels propagation and a synced_gpus warning message are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed weights during accelerate loading and DiaConfig token ID loss are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and DiaConfig token ID persistence are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet-Turbo processor size mismatch affect different models and code paths." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype handling and the MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix loading regression and missing linear_attn entries in the Qwen3.5 TP plan are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:47332" + ], + "soft_pairs": [ + "issue:43720|issue:44361", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:44514|issue:45290", + "issue:43493|issue:43825", + "issue:28218|issue:33357", + "issue:45491|issue:46002", + "issue:45823|issue:46050", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:45405|issue:47332", + "issue:43278|issue:43844", + "issue:43334|issue:45759", + "issue:43334|issue:43572", + "issue:44568|issue:46489", + "issue:43278|issue:43701", + "issue:43646|issue:44466", + "issue:44568|issue:45812", + "issue:43493|issue:43844", + "issue:43927|issue:44361", + "issue:46209|issue:46710", + "issue:43572|issue:44291", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:46821|issue:46832" + ], + "prepared_review_unit_hash": "03f17dd6d7954575643e6848bd7048218a34457bbf4a9e5b26d6b196344faff7", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36950, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated tokenizer, config, loading, training, or inference regressions that only share superficial transformer-v5-style symptoms. No soft pair looks like the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "If forced to pick an anchor, issue 43646 is the broadest v5 regression report about model initialization, but the set is too mixed to have a true canonical duplicate issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the least-specific and most umbrella-like report in the group; it best fits as a loose representative, though it still should not be treated as a real duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Both are AttributeError/loading failures, but one is packed-weight handling during accelerate loading and the other is a tokenizer/tasks runtime failure." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing pad-token fields, but they affect different models and different attributes (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a Phi-4 multimodal model-load failure; the other is a dependency/version-floor problem for `MIN_PEFT_VERSION`." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same API area, but one crashes on batched input with `padding=False` and the other on assistant tool-call messages with no content." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and an offline-mode hub lookup regression are unrelated code paths." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens and a MacOS bus error in CLIP are completely different failures." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both involve NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head NaNs after checkout/init." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mismatch during forward and broken quantized save/load are distinct bugs." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen flash-attention generation failure and FP8/B200 inference incompatibility are not the same underlying issue." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and a Trainer import/dependency conflict have no shared fix path." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors and a processor/tokenizer regression are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model-load failure for `cjvt/sleng-bert` and an offline-mode `_patch_mistral_regex` regression are different problems." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong SigLIP2 outputs and `return_tensors` being ignored are separate tokenizer/pipeline behaviors." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE marker handling and flash-attention generation correctness are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "A PyPI version bump issue and a disk-offload save failure are different kinds of regressions." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and ZeRO-3 gradient explosion do not point to the same bug." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal configs, but one is a missing `pad_token_id` attribute and the other is `text_config` unwrapping for causal LM construction." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing pad-token metadata, but they are different config classes and different attribute names." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization logic." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "BF16-to-FP32 embedding drift and `resume_from_checkpoint` key mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model init breakage and inconsistent `lm_head.weight` serialization are different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "mDeBERTa special-token handling and Granite token-ID corruption are distinct tokenizer regressions." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Saving/loading custom token IDs is a config persistence issue, not the same as a tokenizer task AttributeError." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both are upgrade-related regressions, but one is FP8 inference support and the other is an accuracy regression in a specific model." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing `pad_token_idx` in a config and an unexpected `_is_hf_initialized` argument during `init_empty_weights` are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training have no shared underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "A legacy-field load failure for Beit and a CPU-offload device mismatch for Bark are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and float8 storage lookup failure are unrelated." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM `window_size` AttributeError and RT-DETR feature-level TypeError are separate model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 29, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:38175", + 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}, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not a duplicate set: it mixes many unrelated tokenizer, trainer, serving, quantization, and model-specific regressions. None of the proposed soft pairs look like the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different failure modes and subsystems: FP8 storage lookup vs flash_attn import key error on Python 3.13." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "One is a position-id key warning across many models; the other is a CLIP text-model structure change." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category cardinality error is unrelated to a post-upgrade accuracy regression." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field model loading bug is unrelated to BigBirdTokenizer special-token registration/empty decode." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: output_hidden_states behavior vs save_pretrained visual encoder key regression." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch is not the same as a stale CI test failure." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "Bfloat16 dtype mismatch in specific models is unrelated to RTDetr feature-level indexing/forward error." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 wrong outputs and unexpected position-id keys are different bugs." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to GPT-oss-20b CUDA OOM." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth bug is unrelated to Phi-4 multimodal loading failure." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export issue is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior complaint is not the same as broken save/load for sinq-quantized models." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Whisper empty transcription after token alignment." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "LoRA gradient checkpointing ineffectiveness is different from gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-state bug and FP8 checkpoint weight_scale omission are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer broadcast NoneType error." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM in multi-GPU Gemma4 inference is not the same as a device-map forward mismatch." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Missing decorator for rotary-pos-emb registration is unrelated to TP plan omissions causing OOM/shape errors." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM state unpacking crash is unrelated to PEFT + DeepSpeed ZeRO-3 checkpoint errors." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template node compilation error is unrelated to flash_attn import key handling." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing default mm_token_type_ids is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash with string tensor handling is unrelated to KV-cache continuation indexing." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 is unrelated to DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43493", + "right": "issue:46846", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as Qwen3.5 tensor-parallel plan omissions." + } + ] + }, + "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": 27, + "review_unit_index": 30, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:29870", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43334", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:41720|issue:46710", + "issue:44554|issue:45446", + "issue:43065|issue:46369", + "issue:37428|issue:43957", + "issue:44869|issue:46752", + "issue:44977|issue:46701", + "issue:29942|issue:30333", + "issue:43295|issue:43450", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43572|issue:46821", + "issue:43295|issue:43873", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:37428|issue:43824", + "issue:29870|issue:29942", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44521|issue:45290" + ], + "prepared_review_unit_hash": "b9ca2196ab72d7269913430f1e3527a7d61b688015d937f5729b46858024de26", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36593, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-pair set is heterogeneous: most items are unrelated model-specific regressions or docs/API issues. I reject every soft duplicate edge; none look like the same underlying bug or change.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the strongest representative of the set by activity/inbound refs, but the cluster is too diverse for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the broadest cross-cutting impact and the most discussion, so it is the best single representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Both involve Qwen3/accuracy or device behavior, but one is a device-map CUDA assert and the other is an accuracy regression after upgrade; different failure modes." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "One is an MPS attention correctness issue, the other is a flex_attention import/version-check bug; not the same code-path." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Both mention Sam3, but one is about a dummy Conv2d in the pixel decoder and the other is a memory overflow in a model invocation; distinct problems." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both touch model loading/attention-related internals, but one is an import error for a missing flash-attention helper and the other is a meta-device loading regression." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Different text-processing crashes: Whisper timestamp decoding vs apply_chat_template on empty input." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Both affect generation/pipeline behavior, but they target different models and different processing stacks." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Unrelated bugs: flash-attention test failures versus MLflow reporting after training failure." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both concern processors, but one is a regression in processor.tokenizer/image tokenization and the other is a batched video-shape bug." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "A tied lm_head issue in Mistral3 is unrelated to an accuracy regression in DeepSeek-R1-Distill-Llama-8B." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different models and different failure classes: dtype mismatch in bfloat16 inference vs save_pretrained/tokenization failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "One is a flash_attention integration crash on s_aux=None; the other is config unwrapping for composite Qwen multimodal configs." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is unrelated to rope-parameter JSON list handling." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Both are config-attribute errors, but they affect different models and different missing fields." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization/offloading behavior are different issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input validation in Qwen3OmniMoe is unrelated to Gemma4 mm_token_type_ids defaults." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crashes on NER/batched padding are not the same as return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Image/tokenizer regression and OmDet-Turbo processor size mismatch are different processor bugs." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Device-mismatch during Gemma4 forward is unrelated to return_tensors handling." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile + SDPA failure is a model/runtime bug, while ZeRO-3 gradient growth is a training/memory-management issue." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Different symptoms and models: StableLmConfig pad_token_idx vs meta-device loading regressions." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape bug and Qwen2-57B-A14B-Instruct TP OOM are not the same underlying problem." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "ImportError for flash_attn on Python 3.13 is unrelated to the backend-mapping ValueError for tensorflow_text." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 defaults issue and Gemma4 PLE device mismatch affect different parts of the model." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors in transformers, but they concern different symbols and unrelated model families." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate UnboundLocalError and Flash Attention 2 test failures are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation discrepancy are not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression and SigLIP2 JAX-vs-HF discrepancy are different issues." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are unrelated to return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2_5_VL import error are different model/loading issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they affect different config classes and likely need separate fixes." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is zeroed assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages without content." + } + ] + }, + "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": 27, + "review_unit_index": 31, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:43824|issue:43975", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:44737|issue:46894", + "issue:43975|issue:45520", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:44561|issue:46234", + "issue:43452|issue:46512", + "issue:44442|issue:45198", + "issue:45200|issue:46899", + "issue:44479|issue:46192", + "issue:44898|issue:45412", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:46932", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:44792|issue:45563", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:43827|issue:43901", + "issue:43335|issue:43653", + "issue:44857|issue:45593" + ], + "prepared_review_unit_hash": "7d0818c9b3de12bf3201771f9cc0c2119740b7506f14f346b6d43dda6c4b1d0c", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a collection of unrelated issues across different models/features. None of the soft-similarity pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45200 is the most central item in the set by soft connectivity and is a concrete, well-scoped bug report, but it still does not duplicate the other Gemma4-related issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45200 is the best representative of the set because it is specific and actionable, and it is the only item with multiple near-neighbor soft links.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: dtype drift in eval vs memory usage in Qwen3 MoE training." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing bug and embedding reinit bug are unrelated code paths." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for Qwen2.5-VL and DeepSeek detokenization are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Video position-id regression and FP8/B200 inference failure are different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve weights/tied embeddings, but one is serialization and the other is LoRA merge collapse." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "CPU arange device bug and ASR training-loss shift bug are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization bug and import_utils flash_attn KeyError are separate issues." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate bug and batched video shape bug are different modalities and code paths." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption and CLIP text-model structure inconsistency are different regressions." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug and stale CI test are not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Missing helper function removals in different APIs are not duplicates." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure and stale config.dtype on from_config are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer/speech issues, but they affect different models and failure modes." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only fine-tuning mask defaults vs unsafe dtype cast in multimodal embedders are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Video input regression and return_tensors being ignored are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resize failure and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting and Qwen2.5-VL position-id scaling are different problems." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and GraniteSpeech CI test flake are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Bamba torch.compile failure do not share the same concrete fix." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is missing mm_token_type_ids defaults and the other is quantized dtype casting." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different models, hardware, and failure signatures." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output-size mismatch and AMP crash in loss code are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC STE mismatch and qwen3_omni_moe helper-length behavior are different bugs." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and paged generate warning are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and qwen3_omni_moe helper behavior are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import error and Torch 2.10 incompatibility are different compatibility issues." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they refer to different pipeline behaviors and fixes." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug and tokenizer special-token registration bug are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Loss AMP crash and D-FINE auxiliary-loss omission are unrelated training bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 32, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44855", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:46512|issue:46821", + "issue:28282|issue:33357", + "issue:43388|issue:43526", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:46424|issue:46858", + "issue:43611|issue:44466", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:45520|issue:46170", + "issue:43335|issue:43606", + "issue:46431|issue:46566", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:42490|issue:43854", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:44514|issue:44521", + "issue:39692|issue:43526", + "issue:43819|issue:44493" + ], + "prepared_review_unit_hash": "11e5b2a222fb83bf8f05e1584fca7ebff65a27bd52f12a4e5d80355fcc7b1059", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "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": "These items are mostly unrelated Transformers issues across different subsystems; none of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone issue by activity and inbound references, but it is not a clear duplicate hub for the rest of this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: LasrFeatureExtractor center-arg crash vs Whisper empty-transcription handling after align_special_tokens." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different model families and failures: Qwen multimodal from_config text_config unwrapping vs CLIP class structure regression." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated symptoms/code paths: zero probabilities in SigLIP2 vs RT-DETR memory not being released." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different issues: stale config.dtype after from_config(dtype=...) vs TimesFM window_size attribute error." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Both are import/runtime failures, but one is missing PyTorch and the other is a MacOS bus error on a community CLIP model." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both mention labels, but one is gather_for_metrics truncating tuple labels and the other is BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType errors are different code paths and failure modes." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer creation vs Beit semantic-segmentation loading a legacy field." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache handling, but one is max_cache_length semantics and the other is device-tensor seq_length breaking static-cache arithmetic." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Model loading via base_model_prefix and lm_head.weight serialization inconsistency are distinct issues." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different targets: Bamba SDPA/torch.compile failure vs GraniteSpeech stale device-override CI test." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different bugs: Python 3.13 torch.jit parsing/IndentationError vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated: sparse encoder-layer construction vs audio feature-length computation." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Sparse-layer config bug and CI device-override failure do not share the same underlying fix." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are platform import issues, but one is flash_attn on Python 3.13 and the other is torch.distributed dependency trouble on Windows ROCm." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "Different problems: SwitchTransformers config construction vs Bark CPU-offload device mismatch." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Chat-template absence and DiffusionGemma meta-device loading are unrelated failures." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behaviors: Pegasus v4/v5 output drift vs qwen3_5 recurrent state reset with cache." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both involve chat templating, but one crashes on assistant tool-call messages and the other is a continue_final_message bug for mistral_common tokenizers." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash warning and GLM-4.7-Flash unit-test loading failure are not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different compatibility causes." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and over-padding in Swin2SR image processing are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different regressions: Llama 3.2 Vision model loading vs token-embedding resize reinitialization in post_init." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both touch flash/attention-related code, but one is s_aux=None crashing flash_attention.py and the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Closely themed chat-template bugs, but one is a batched-padding crash and the other is all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation-example errors and BeitImageProcessorFast label reduction are different layers and failure modes." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents mismatch with missing STE and unexpected position-id keys are unrelated model-behavior 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": 27, + "review_unit_index": 33, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:46424", + "issue:47000" + ], + "soft_pairs": [ + "issue:29127|issue:32090", + "issue:43606|issue:44857", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:10000|issue:15354", + "issue:26413|issue:31501", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:45127|issue:45245", + "issue:43550|issue:45083", + "issue:44857|issue:45072", + "issue:44360|issue:44561", + "issue:32090|issue:33357", + "issue:45459|issue:46234", + "issue:38175|issue:44493", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44464|issue:46424", + "issue:45290|issue:45381" + ], + "prepared_review_unit_hash": "703485da526519fc05215f4c09b4ba9179a9477fb0652637ef6f3cc73c0fda94", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35269, + "estimated_input_tokens": 8818, + "estimated_eval_tokens": 17892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most candidate pairs are false positives; only issue:45310 and issue:45478 are clear duplicates describing the same Qwen3.5 MoE from_pretrained regression.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the clearest canonical: it matches issue:45478 exactly on title and underlying failure, and it\u2019s the more complete report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative of the only true duplicate pair in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different errors in different paths: LayoutLMv3 box handling vs Trainer GPU broadcast of NoneType." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated models and failures: CPU offload device mismatch vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems and symptoms: feature extractor center arg regression vs Gemma4 device-map mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "One is a SigLIP2 docs/example issue; the other is a broad position-id/key regression across models." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug vs Trainer broadcast TypeError; not the same underlying issue." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different problem classes: dtype drift during eval vs a pipeline error message about translation tasks." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug vs a stale CI test in GraniteSpeech; unrelated code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Both mention helpers/config flow, but the actual failures are different and not the same bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely different model/export issues: DistilBertModel error vs torch.jit GeneratorExp limitation." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both involve training startup, but one is checkpoint resume iterator failure and the other is FineWeb training not starting." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: Pegasus output drift vs Deepseek tokenizer correctness in v5." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same exact from_pretrained regression for Qwen3.5 MoE; the titles and described failure align." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/tie_word_embeddings collapse is unrelated to the category-cardinality RuntimeError." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile+SDPA failure for Bamba is unrelated to the feature-extract length helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different failure mechanisms." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the v5 removal of is_torch_fx_available." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different runtime failures: NoneType broadcast vs MacOS bus error on CLIP loading." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer/protobuf error masking is unrelated to a missing import_utils symbol." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero probabilities is a model-specific inference bug, not the generic position-id warning issue." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Both touch detection losses, but they are different loss bugs and not the same code-path problem." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention tests failing is unrelated to embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 and Llama 3.2 vision model loading are different issues." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate decoder_attention_mask bug is unrelated to Trainer broadcast NoneType handling." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype mismatch during evaluate is unrelated to the multimodal token counting video-branch undefined names." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as cache max length being ignored outside quantized cache." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash and qwen2.5-vl video position-id bug are separate failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The only accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by identical titles and very similar descriptions. The other soft-edge rejections are conservative and consistent with the issue titles/body summaries. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 34, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:43257|issue:43299", + "issue:29870|issue:33290", + "issue:44855|issue:46399", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:45290|issue:46655", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:45920|issue:46192", + "issue:44530|issue:47276", + "issue:44561|issue:44779", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:46421|issue:46858", + "issue:29127|issue:34567", + "issue:43381|issue:43701", + "issue:44871|issue:44977", + "issue:44448|issue:44466", + "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:29942|issue:30064", + "issue:45588|issue:45823", + "issue:44361|issue:45198", + "issue:41720|issue:45229" + ], + "prepared_review_unit_hash": "9228b21f712718a108847e7d9001775f98c4f4f567e6c543ea9ce3e18b3f81fc", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36584, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: the issues span unrelated tokenizer, training, cache, vision, and infrastructure bugs. No soft pair looks like the same underlying defect, so all candidate duplicate edges should be rejected. If one issue must anchor the cluster, 45920 is the broadest high-signal regression report.", + "confidence": 0.84, + "canonical_issue_reason": "No true duplicate canonical emerges from this mixed set; issue 45920 is the best anchor only because it is the broadest, most central regression report (wrong token IDs across multiple models).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the strongest global representative: broad impact, multiple affected models, and a clear v5 tokenizer regression shape.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Different subsystems and failure modes: missing flash-attention helper import vs missing TensorFlow backend in a torch install." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3/MoE, but one is accelerate/deepspeed weight conversion and the other is a loading regression; not the same concrete bug." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to deepspeed/Adafactor OOM." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both involve decorator/parsing issues, but they are different code paths, models, and crash causes." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: Pegasus output drift vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "One is multi-image iterable dataset finetuning for Qwen2.5-VL; the other is a BeitImageProcessorFast label-reduction bug." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error is not the same as an Adafactor/deepspeed OOM." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output nesting has nothing to do with Trainer GPU broadcast NoneType errors." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call handling and video padding calculation are unrelated bugs." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but they affect different objects and have different breakages; not one underlying issue." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are distinct problems." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across models is unrelated to return_tensors being ignored when text_kwargs is passed." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crash on Qwen3.5 is unrelated to a misleading synced_gpus warning." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removed helper breaking trust_remote_code models is a different regression from DeepSeek tokenizer output changes." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Import warning for local paths does not match quantization/offloading behavior." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and multi-GPU OOM are related only broadly to memory, not the same bug." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/compile related, but one is spurious recompilation from lazy cache init and the other is device-tensor seq-length arithmetic on non-CUDA backends." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging and TrainerState token counter updates are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token config mismatch is not the same as a flash-attention generation failure." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different defect classes: generation output divergence vs serialization inconsistency of lm_head.weight." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation/model-processor mismatch are separate issues." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save_pretrained/tokenization failure are different model-specific bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to the Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression and DeepSeekV3MoE implementation divergence are different problems." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to image processor void segmentation map handling." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device-mismatch forward error are different code-path failures." + }, + { + "left": "issue:46399", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3.5 kernel registration decorator bug is unrelated to static-cache seq-length arithmetic." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Device-mapping cudaErrorAssert on Qwen3 differs from a multi-GPU OOM in Gemma4." + } + ] + }, + "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": 27, + "review_unit_index": 35, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46693", + "issue:46701", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43278|issue:43575", + "issue:45198|issue:45803", + "issue:43611|issue:46121", + "issue:44206|issue:44479", + "issue:44568|issue:45491", + "issue:43412|issue:45588", + "issue:29870|issue:34689", + "issue:43756|issue:45440", + "issue:44077|issue:47276", + "issue:43653|issue:44743", + "issue:44977|issue:45563", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:42915|issue:42994", + "issue:43065|issue:43994", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:45491|issue:46693", + "issue:42490|issue:43381", + "issue:43065|issue:45412", + "issue:43994|issue:45412", + "issue:29127|issue:35141", + "issue:45372|issue:45588", + "issue:43575|issue:44387", + "issue:45440|issue:45593", + "issue:43526|issue:47217", + "issue:45406|issue:46701", + "issue:45459|issue:45712", + "issue:43334|issue:43531", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "8e1e92483d788333098e08dcd7270f58292bc0a8169b46fa5aea8533c4985664", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36990, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change. The set is a heterogeneous mix of unrelated regressions across models, tokenizers, export, quantization, warnings, and memory behavior.", + "confidence": 0.97, + "canonical_issue_reason": "No issue is a true canonical duplicate for this cluster; issue 44387 is only the least-arbitrary fallback because it has the most discussion/inbound activity, but it does not unify the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 44387 is the strongest standalone representative by activity and impact, but the cluster is too diverse for it to serve as a genuine duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "BF16/FP32 dtype drift in eval is unrelated to tensor-parallel OOM on loading a Qwen2 model." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "save_pretrained/tokenization failure is a different code path from a bare-except swallowing errors in FuyuBatchFeature." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading breakage is unrelated to rope-validation argument typing." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "unsupported center arg in LasrFeatureExtractor is a different regression than the video-input path breakage." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "tokenizer special-token insertion is unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "executorch export guard/erfinv failure is a different bug from flash-attention crashing on s_aux=None." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate decoder_attention_mask scoping bug is unrelated to Llama 3.2 Vision model loading." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "both are model correctness issues, but they affect different architectures and code paths." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "patchtsmixer post_init policy and a synced_gpus warning text issue are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird special-token registration is unrelated to Qwen3.5 recurrent state reset logic." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "flash-attention generation failure and a stale num_return_sequences warning are different behaviors." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "tokenizer special-token decode bug does not match FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different subsystem than Wav2Vec2 save/tokenization." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe and quantized saving failure are distinct quantization bugs." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "dummy Conv2d cleanup in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline output quality." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "tensor-parallel OOM on load is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-clarity messaging is unrelated to a CLIP bus error on macOS." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings and a FA2 long-context performance regression are different failure modes." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "slash-path import warning is unrelated to gradient-checkpointing restrictions in eval mode." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "dummy class cleanup in Sam3PixelDecoder is unrelated to RT-DETR memory release after deletion." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 bad outputs and RT-DETR GC/memory lifecycle are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging is unrelated to embedding reinitialization after resize/post_init." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "ReasoningEffort import failure in Gemma 4 loading is unrelated to a flash-attention AttributeError." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM is not the same root cause as the int4 CUDA reserved-memory regression." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence is unrelated to missing auxiliary losses in D-FINE." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor `_tokenizer` crash is unrelated to DiffusionGemmaGenerationOutput pipeline behavior." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "protobuf-exception masking in tokenizers is unrelated to leftover dummy classes leaking into `dir(transformers)`." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "missing `pad_token_id` on Qwen3-VL text config is unrelated to sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "runtime post-processor updates in TokenizersBackend are unrelated to Gemma3 NaN embeddings." + } + ] + }, + "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": 27, + "review_unit_index": 36, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43526", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821", + "issue:47312" + ], + "soft_pairs": [ + "issue:44442|issue:45072", + "issue:45250|issue:46640", + "issue:44625|issue:45584", + "issue:45372|issue:45406", + "issue:45412|issue:46369", + "issue:45245|issue:45563", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:27957|issue:33290", + "issue:27957|issue:29127", + "issue:43994|issue:46369", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43824|issue:44279", + "issue:43381|issue:43873", + "issue:42915|issue:43931", + "issue:44857|issue:45588", + "issue:45588|issue:46821", + "issue:46121|issue:46399", + "issue:44514|issue:45381", + "issue:43316|issue:47312", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:44743|issue:44811" + ], + "prepared_review_unit_hash": "d770b8b9f5e969cdcc42993aae85b9490fc4acae5da58e30a0269f3e43e5e50f", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35870, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated and only loosely similar by subsystem or keywords. I don\u2019t see any soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Both touch tokenization/model inference, but one is a tokenizer loading bug and the other is a bf16 dtype mismatch; different failure modes." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a generic topic issue and the other is a specific crash/regression; not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different models and code paths: config propagation for Qwen3.5 vs Whisper generation after token alignment." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma processor import failure and Gemma4 processor missing attribute are separate processor-loading bugs." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related, but one is a deletion/GC leak and the other is runtime overflow on a different model." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Unrelated issues: category cardinality limit vs a stale generate warning." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizers, but one is decoder-type mismatch in v5 and the other is AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "One is a missing dependency import error; the other is tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different image-processing bugs: BEiT label reduction vs Kosmos2.5 long OCR index overflow." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "No same bug here; one is an image processor label bug, the other a Flash Attention performance regression." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Adafactor/DeepSpeed OOM are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention/model support issue vs LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different problems: nonsensical SigLIP2 outputs vs memory overflow on sam3-litetext." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM in training optimizer setup and a model-loading regression for Llama 3.2 Vision are distinct." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different failure classes: DeepSpeed OOM vs embedding reinitialization after resize." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Import error for a specific model class is not the same as a broad dependency issue." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and quantization offloading behavior are separate concerns." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3-VL weight-shape mismatch are different bugs in different model paths." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash-attention sink handling crash are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash Attention sink-less model crash and TimesFM window_size AttributeError do not share the same code path." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both are config/validation related, but one is a rope-params TypeError and the other is a kernel-registration decorator error." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is batched chat-template padding and the other is video vision_position_ids; different bugs." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and kernel compatibility are not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5 custom model initialization breakage is broader than the patchtsmixer post_init rule change." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU offload incompatibility are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer loading failure for a tokenizer class vs Perceiver non-default-resolution failure are different model-loading issues." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default and feature-extractor center-arg crash are separate audio bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset with cache is unrelated to Whisper batch_decode skip_special_tokens handling." + } + ] + }, + "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": 27, + "review_unit_index": 37, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697" + ], + "soft_pairs": [ + "issue:45325|issue:46697", + "issue:44977|issue:45245", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:42490|issue:44743", + "issue:44077|issue:44479", + "issue:27957|issue:29870", + "issue:43493|issue:43827", + "issue:43873|issue:44871", + "issue:44062|issue:45907", + "issue:43316|issue:45759", + "issue:44964|issue:45440", + "issue:43643|issue:44913", + "issue:43316|issue:43525", + "issue:25251|issue:28282", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44855|issue:45137", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:44190|issue:44496", + "issue:43931|issue:45216", + "issue:43701|issue:46506", + "issue:43761|issue:44079", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:44442|issue:45803" + ], + "prepared_review_unit_hash": "3db4641326053355965e685c6579ea9dbaff948d0adefc0bf268ba51826e0bc9", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35881, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a real duplicate cluster: the issues span many unrelated bugs, configs, regressions, and docs cleanup. The soft links are mostly superficial keyword overlap rather than the same underlying defect.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster representative; the soft pairs do not indicate a common root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Both involve vision/image behavior, but one is Qwen2.5-VL rope position scaling and the other is Swin2SR padding; different code paths." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug vs category-count limit error; unrelated failures." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate-loading issue vs tokenizer loading failure; different subsystems." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging/install issue vs missing utility function; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning vs Qwen recurrent-state reset; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Model config validation change vs video-input regression; no shared root cause." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Both touch generation/model code, but XLMRoberta Flash Attention 2 and BART decoder_attention_mask are different problems." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Model implementation discrepancy vs docs still referencing removed pipeline API; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offload behavior vs Gemma EOS-token config mismatch; different defects." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken argument collision vs Hub API revision forwarding; unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but one is Gemma3TextConfig API inconsistency and the other is unwrapping text_config for composite Qwen configs." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load failure vs DeepseekV3MoE divergence; different model families and issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields vs rotary_pct not persisting on reload; unrelated config bugs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Different models and missing fields: Gemma3TextConfig API discrepancy vs Llama4Config pad_token_id absence." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug vs missing PyTorch environment error; unrelated." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading breakage vs Qwen3-VL shape mismatch; different loading paths." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific repo on transformers>=5.1.0 vs missing tensorflow_text backend mapping; unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "TorchScript import parsing error vs DeepSpeed ZeRO3 deque pop error; different code paths." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Unable to run a script vs OOM while loading a large model with tp; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA bug in Bamba vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading issue vs unrecognized model config; different failure modes." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load vs save_pretrained regression; not the same underlying issue." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint resume key mismatch vs CPU/CUDA output divergence; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs ModelOutput key assignment bug; both about outputs, but not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint resume key mismatch; unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Large-model tp OOM vs MobileLLM key error; different bugs." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure vs bare-except swallowing errors in FuyuBatchFeature; 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": 27, + "review_unit_index": 38, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:27957", + "issue:32090", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", + "issue:43646", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45381", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46640", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43232|issue:43388", + "issue:27957|issue:32090", + "issue:42490|issue:47276", + "issue:46829|issue:46932", + "issue:43761|issue:44188", + "issue:43295|issue:44871", + "issue:43295|issue:43825", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:42907|issue:45698", + "issue:44521|issue:47217", + "issue:16998|issue:22355", + "issue:44077|issue:44534", + "issue:43646|issue:44913", + "issue:46234|issue:46291", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:43352|issue:46640", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43540|issue:44514", + "issue:44610|issue:46369", + "issue:45381|issue:47217", + "issue:43065|issue:44617" + ], + "prepared_review_unit_hash": "1deaffa48e3ee103726cd2fb19f2946ea70a763bca6d0eab95d2bf4353bd0d55", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35372, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs are only superficially similar and do not share the same concrete bug or change. None of the soft edges should be merged as duplicates; treat this as a loose topical grouping rather than a true duplicate cluster.", + "confidence": 0.92, + "canonical_issue_reason": "If a representative issue is needed, issue:44521 is the best anchor: it is the most central active multimodal/template regression report with the strongest discussion/inbound signals. It is still not a duplicate of the other items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest representative of the cluster\u2019s broad multimodal-chat-template area, but only as an anchor, not as a duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different code paths: synced_gpus/generation kwargs update vs gather_for_metrics truncating tuple labels." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "XLMRoberta FlashAttention support and Trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Import warning for trailing-slash local model paths vs a misleading synced_gpus warning message; different warning sites." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Hidden-states output bug in VideoPrism classification is not the same as Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVision hidden_states regression and torch.compile attention-kernel divergence are separate issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression and Gemma eos_token_id config mismatch are different failures." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to pipeline translation-task messaging." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image-preprocessor dtype mismatch do not share a concrete bug." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load flows, but one is dequantized model saving and the other is wrong custom-module loading after save_pretrained." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both concern multimodal chat/template handling, but one is assistant_masks going all zero and the other is image-placeholder placement causing model failure; not the same bug." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length handling for DeBERTa-V3 is unrelated to missing transformers.onnx import." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init policy and non-persistent buffer junk in v5 are unrelated changes." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoXConfig rotary_pct reload regression are different code paths." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils symbol and kernels v0.15 dependency/version import failure are separate import issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file breaking from_pretrained and unrecognized model_type config loading are both load failures, but not the same underlying problem." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id mismatch and quantized-model save/load breakage are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Compiled-forward generation inconsistency and chunked-prefill cache lazy-init recompilation are adjacent but not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention support are different model bugs." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "A model-specific FlashAttention 2 unsupported error is not the same as a generic flash-attention issue report." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in Fuyu tensor conversion and Trainer import depending on datasets are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to apply_chat_template padding=False batched crash." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo processor/model size mismatch and sam3-litetext memory overflow are not the same issue." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Wrong vision_position_ids for Qwen2.5-VL video inputs is different from image-placeholder-in-user-text failures." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video OOM are distinct problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 39, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + 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This cluster is heterogeneous rather than a duplicate set.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46693 has the strongest standalone signal in this mixed set (highest discussion/inbound references) and describes a concrete, broadly impactful regression; if one issue must be treated as the representative anchor, it is the best fit.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated failures: a StableLmConfig field mismatch vs a TensorFlow-text backend registration/import error." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Both concern losses, but they affect different models and different training paths; not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "One is a legacy-field preset load failure in BEiT; 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different bug surfaces." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection is not the same as SAM3 vision encoder missing an output attribute." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression is unrelated to VL image-placeholder failures." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache, but one is a generic v5.0 chunked_prefill cache issue and the other is Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize is unrelated to path-with-trailing-slash import warnings." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/evaluation bugs: batch label dropping vs auxiliary-loss normalization." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset loading in a training script is unrelated to loading Phi-4 multimodal with the latest transformers." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure in DebertaV2 is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus model test failure is unrelated to the MIN_PEFT_VERSION bump." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is unrelated to post_init reinitializing output embeddings." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 40, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:45072", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46369", + "issue:46399", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932", + "issue:47013", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:43827|issue:43994", + "issue:43335|issue:44855", + "issue:45072|issue:46932", + "issue:45245|issue:46858", + "issue:44869|issue:46832", + "issue:46399|issue:47312", + "issue:43644|issue:44913", + "issue:44617|issue:45584", + "issue:45632|issue:46617", + "issue:45588|issue:47013", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:43550|issue:44190", + "issue:43827|issue:47321", + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:25251|issue:29870", + "issue:39692|issue:47321", + "issue:43854|issue:44792", + "issue:43065|issue:44610", + "issue:43335|issue:44190", + "issue:45381|issue:46655", + "issue:44933|issue:45362", + "issue:44479|issue:44734", + "issue:39692|issue:44190", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:43526|issue:46697", + "issue:45127|issue:45357" + ], + "prepared_review_unit_hash": "8cdb6e6af3b0fdacfbf21a945b01b5b7d1dc930a817ac6703c76a165cf2926e9", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36015, + "estimated_input_tokens": 9004, + "estimated_eval_tokens": 18264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad set of unrelated issues; the soft-similar pairs share surface keywords but not the same underlying bug/change. No pair should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline/SigLIP2, but one is stale docs after v5 pipeline removals and the other is a model/processor behavior bug with nonsensical outputs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Different failures: SwitchTransformers config layer construction vs a Python 3.13 IndentationError in DebertaV2Model import parsing." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and paths: bfloat16 inference mismatches vs quantized Gemma4 vision/audio embedder casting." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Unrelated bugs: category cardinality limit error versus static-cache slice arithmetic failing because seq length is a device tensor." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Different subsystems and root causes: Whisper timestamp decoding crash vs RT-DETR forward logic when feature levels are insufficient." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Both involve kernels, but one is a missing registration decorator for apply_rotary_pos_emb and the other is a broader incompatibility with kernels 0.16." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization corruption is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is a resource issue, not the Whisper empty-transcription 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crash is unrelated to a local dataset loading issue in an example script." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Docs/pipeline removals are unrelated to an AMD Quark class update issue." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both concern training loss computation, but they are different model-specific bugs with different incorrect loss formulations." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is not the same bug as Whisper generation failing on empty transcription." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting behavior and Bart generate() decoder_attention_mask initialization are separate generation issues." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to the AMD Quark class update problem." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different models and failures: GLM-4.7-Flash unit-test loading vs Janus image-generation test failure." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo processor size mismatch are distinct vision-model bugs." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the image-classification example's local dataset loading failure." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/image preprocessing related, but the underlying bugs are different: wrong position IDs vs incorrect padding calculation." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5-35B chat crashing." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models is not the same as KV-cache continuation tensor indexing in transformers serve." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model issues are unrelated to the image-classification example's dataset loading problem." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory pressure, but one is a generic CUDA OOM and the other is a model-specific memory overflow in sam3-litetext." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression and gemma4 resize_token_embeddings behavior affect different APIs and code paths." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Both are image-processor bugs, but one is label reduction losing array values and the other is over-padding when already divisible." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocabulary collapse is unrelated to incorrect visual encoder keys being saved." + } + ] + }, + "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": 27, + "review_unit_index": 41, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43317", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46421", + "issue:46489", + "issue:46752", + "issue:46858", + "issue:47145", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:43673|issue:46421", + "issue:44779|issue:46489", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:47145|issue:47321", + "issue:44462|issue:45907", + "issue:44112|issue:45600", + "issue:43854|issue:44964", + "issue:43643|issue:44496", + "issue:44521|issue:45381", + "issue:43317|issue:47312", + "issue:43994|issue:47321", + "issue:45290|issue:46752", + "issue:43673|issue:46858", + "issue:43611|issue:47321", + "issue:27957|issue:35141", + "issue:44737|issue:45803", + "issue:44112|issue:44964", + "issue:44246|issue:45003", + "issue:44938|issue:45542", + "issue:42175|issue:44279", + "issue:44964|issue:45600", + "issue:43404|issue:45216", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:45632|issue:46234", + "issue:44496|issue:47217", + "issue:43531|issue:45600", + "issue:36246|issue:41628" + ], + "prepared_review_unit_hash": "77a0690bafaa93ed62c7135cb1a57ac663386429021ba8b4b5cb5b8ce33501db", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35942, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These pairings are mostly broad Transformer regressions that share subsystem keywords but not the same concrete bug. I would reject all soft edges; there is no clear canonical duplicate in this set.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both are cache-related, but one is a missing GenerationMixin cache in chunked prefill and the other is lazy cache init causing recompilation; different code paths." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and have different failure mechanisms." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "One is video-input validation in Qwen3OmniMoe; the other is KV-cache continuation tensor indexing in serve. Not the same bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings weight tying is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "FP8 weight_scale loading corruption and AMD quark class updates are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both involve forwarding an argument, but to different APIs and with different semantics; not a duplicate." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both touch CI, but one is a stale test and the other is broken auto_mappings references; unrelated fixes." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading problems, but for different models and different root causes." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code field loss is a different issue from unrecognized model configs missing model_type." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal template bugs, but one is assistant_masks being all zero and the other is wrong vision_position_ids for video." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Dequantized model offload failure and kernel-version incompatibility are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "Siglip2 inference corruption is unrelated to AMD quark class metadata updates." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are apply_chat_template edge cases, but one is tool-call assistant messages and the other is an empty list." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache, but one is missing cache in chunked_prefill and the other is static-cache seq_length arithmetic on non-CUDA backends." + }, + { + "left": "issue:43611", + "right": "issue:47321", + "accept": false, + "reason": "Transformers 5 base_model_prefix loading regression is unrelated to AMD quark class updates." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention support and embedding reinitialization after resize_token_embeddings are different bugs." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "One is a device placement bug in torch.arange; the other is a bare except swallowing interrupts/errors in Fuyu tensor conversion." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake and model-loading failure are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown and unsafe sys.modules access are different import-system problems." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend packaging are not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package-extra dependency omission and a generic dependency issue are too broad and not the same concrete bug." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model load regression and broken auto_mappings CI references are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve saving/loading weights, but one is tied lm_head weights in Mistral3 and the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_mask generation." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache-path collision and a missing import_utils helper are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized config loading and VL image-placeholder handling are separate failures." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText references in auto_mappings are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import/export problems, but they concern different symbols and code paths; 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": 27, + "review_unit_index": 42, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41950", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43335", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:46932", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:43335|issue:45593", + "issue:36246|issue:38617", + "issue:44496|issue:45042", + "issue:45083|issue:46506", + "issue:43295|issue:45335", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43673|issue:46424", + "issue:43976|issue:44987", + "issue:44683|issue:45446", + "issue:39692|issue:46932", + "issue:43673|issue:44336", + "issue:46082|issue:46121", + "issue:44496|issue:45759", + "issue:43526|issue:43901", + "issue:44016|issue:44220", + "issue:42994|issue:47333", + "issue:43381|issue:45593", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44327|issue:46752", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:44279|issue:46515", + "issue:42994|issue:47332", + "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:45335|issue:45584", + "issue:43479|issue:45375" + ], + "prepared_review_unit_hash": "7aaf49e9daca292e4bba07d792482454f5ea35ca9659bc467b711d15615573b3", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36112, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of unrelated Transformers issues; all soft edges look like near-matches in wording only, not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No strong canonical issue: the set spans unrelated failures across model imports, configs, pipelines, quantization/offloading, docs, and runtime behavior, so any single issue would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45588 is the most concrete and active code-path bug report in the set, but it still does not unify the cluster; it is only the best representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different models and failure modes: SwitchTransformers config sparsity bug vs D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but for unrelated missing symbols in different modules and code paths." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model loading vs PIL image processors requiring torchvision; unrelated failures." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different bugs: qwen3_omni_moe feature-length helper vs CPU/CUDA output mismatch in PPDocLayoutV3." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression vs resize_token_embeddings not updating decoder embeddings; not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer read error is unrelated to CPU/CUDA nondeterminism." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug vs notebook syntax error; clearly different." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache, but one is missing GenerationMixin cache in chunked_prefill and the other is cache length handling; distinct code paths." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version support issue vs model-loading failure for a specific repo; unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention/version gating, but one is compiled flex_attention on torch>=2.9 and the other is an AuxRequest import version check." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "Docs example errors vs quantized embedders dtype casting; not the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache behavior bug vs ANSI output formatting in loading_report; unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation vs rope-parameter conversion TypeError; different validation paths." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are model/config loading issues, but one is an unrecognized model and the other is missing text_config unwrapping for composite multimodal configs." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Image processor label reduction bug vs text-classification docs mismatch; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs audio feature-extraction helper issue; no shared bug." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Both are saving failures, but quantized-model saving and disk-offloaded-model saving are different code paths and fixes." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Save/dequantization failure vs FlashAttention runtime failure; different problems." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Non-informative data request vs _torch_extract_fbank_features issue; no relation." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword collision; unrelated." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top_k bounds bug vs empty-chat-template IndexError; different pipelines." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure vs cache-length handling; no shared concrete bug." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is a specific Ministral-3 failure and the other is a generic s_aux=None AttributeError; too little evidence they are the same bug." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "General dependency issue vs torch 2.4.1 incompatibility; not the same underlying change." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Both are save failures, but quantized save and disk-offloaded save are distinct issues." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression vs vague dependency issue; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Missing Qwen2_5_VL export vs non-existent import from image_utils; both imports fail, but not the same missing symbol or code path." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "Duplicate of docs/quantization mismatch vs Gemma4 quantized embedder dtype casting; different model and fix." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4Multimodal default-config initialization vs Qwen3_5MoeVisionConfig field omission; different config 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": 27, + "review_unit_index": 43, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:43299|issue:45216", + "issue:43901|issue:44496", + "issue:41950|issue:45020", + "issue:43901|issue:47217", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:46123|issue:46369", + "issue:46614|issue:47085", + "issue:42796|issue:43650", + "issue:43577|issue:45216", + "issue:44779|issue:45812", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:41950|issue:45823", + "issue:44466|issue:45276", + "issue:46082|issue:46399", + "issue:43381|issue:47000", + "issue:43299|issue:45357", + "issue:43653|issue:45593", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:44462|issue:45081", + "issue:43299|issue:43854", + "issue:43644|issue:47145", + "issue:44242|issue:45200", + "issue:43650|issue:46209", + "issue:44016|issue:44291", + "issue:43931|issue:47145" + ], + "prepared_review_unit_hash": "dfc755acce2e932aed30586f7c41ec163ccea7ba11cb8fea5ddc3990602b333e", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36008, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issues across tokenizers, model loading, pipelines, docs, and regressions. I found no true duplicates among the soft pairs. The strongest single issue to serve as the canonical representative is the Granite AutoTokenizer regression, because it is a clear, concrete, user-facing v4\u2192v5 break with broad impact inside one model family.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45812 is the highest-signal report here: it states a concrete silent regression, isolates the affected family (Granite), and describes a clear tokenizer-output failure mode that is easy to triage and reproduce.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best overall issue to anchor this set: it is specific enough to be actionable but broad enough to represent the most significant regression-style reports in the list.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs in the same model family: one is a load failure, the other is incorrect save_pretrained keys. Not the same underlying code-path." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for text-classification vs an unrecognized-model loading error; unrelated failures." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor selection vs remote_code compatibility break; different subsystems and symptoms." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "TextClassificationPipeline docs issue vs VL image-placeholder handling bug; no shared underlying defect." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency problem is not the same as bumping MIN_PEFT_VERSION to an unreleased version." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer/model regressions, but they affect different APIs and model families with distinct root causes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Two separate documentation issues about different topics; not duplicates." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline final-batch bookkeeping vs a memory overflow in sam3-litetext; unrelated." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state vs tokenizers thread-safety regression; different components and bug shapes." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs a low-signal follow-up issue; no evidence they describe the same bug." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation on load vs Qwen3.5 save_pretrained key corruption; different model paths." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer regressions, but the affected models and failure modes differ; not the same concrete defect." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer SGD args not used is unrelated to a tie_word_embeddings warning during LoRA fine-tuning." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support breakage is unrelated to PEFT version pinning." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup vs Gemma4 device-map mismatch; different model/pipeline code paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of lm_head.weight on device vs resize_token_embeddings not updating Gemma4-specific embeddings; related theme but not the same bug." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "Config validation for head_dim vs a missing decorator causing kernel registration failure; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior vs RTDetr loss infeasibility; different failures entirely." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3VL load failure vs Qwen3.5 save_pretrained visual-key corruption; not the same underlying issue." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Head-dim validation error vs stale config.dtype after from_config; different model construction bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import versus a broad import-errors report; the evidence does not show one concrete shared defect." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer preferring the wrong tokenizer source vs a Mistral regex patch crash; different tokenizer code paths." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-loading problems, but for different models and different underlying causes." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "General non-persistent-buffer junk issue vs FP8 weight_scale not applied; the latter is a specific checkpoint-loading bug, not the same defect." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router load-balancing loss omission vs Gemma4 token-type defaults; unrelated training behavior." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder issue text vs FP8 inference failure on B200; no real overlap." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights argument mismatch; unrelated." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs FP8 compressed-tensors scale application; different failure modes 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": 1, + "component_count": 27, + "review_unit_index": 44, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45325", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:45588|issue:47000", + "issue:45081|issue:45907", + "issue:44336|issue:46851", + "issue:45859|issue:46851", + "issue:43441|issue:45834", + "issue:43479|issue:43525", + "issue:45103|issue:45372", + "issue:43873|issue:47145", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:42175|issue:43976", + "issue:44246|issue:47217", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:45542|issue:45800", + "issue:44186|issue:47000", + "issue:43525|issue:43881", + "issue:43673|issue:43761", + "issue:43784|issue:45542", + "issue:44188|issue:44336", + "issue:45600|issue:45712", + "issue:43525|issue:43643", + "issue:43901|issue:44246", + "issue:42796|issue:43441", + "issue:45325|issue:46851", + "issue:43575|issue:47145" + ], + "prepared_review_unit_hash": "bfef269153496d74c3f2e5a202d98d14544b0b2c5e2a3cdbba84c4b22c3829a1", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36669, + "estimated_input_tokens": 9168, + "estimated_eval_tokens": 18592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; the soft pairs are only superficially similar and span unrelated Transformers bugs, regressions, and docs issues. No pair looks like the same underlying fix target.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most central/open item in the set, with the most discussion and inbound references, so it is the best single anchor issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different problems: compiled flex_attention on torch>=2.9 vs missing TensorFlow backend packaging." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Different code paths: flash_attention sink handling vs RTDetrLoss assignment infeasibility." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash vs Hub API revision forwarding; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI output formatting vs variable-length position_ids handling; no shared bug." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in Qwen3.5 MoE rotary embedding vs position_ids logic for variable lengths." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention regression in Ministral-3 vs Kosmos2.5 OCR index error; different models and failures." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Multimodal config None-handling vs missing pad_token_id on Llama4Config; separate config bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation crash vs Gemma 4 processor import failure; unrelated subsystems." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "General quantization/offloading behavior vs FP8 weight_scale omission on frozen checkpoints; not the same defect." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Adafactor/deepspeed OOM vs optimizer.step being called twice; different DeepSpeed issues." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure vs dequantized model load/offload failure; distinct lifecycle stages." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "processor.save_pretrained missing files vs Chinese performance slowdown; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Missing rms_norm_eps precision mismatch vs torch.split return values; both mention GLM/MLA but different bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow not installed with torch extra vs Python version incompatibility in Transformers 5.1.0; unrelated." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Slow import sometimes vs VL image placeholder handling; different areas." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file omission vs Gemma-4 zero3 from_pretrained; not the same path." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM regression vs Deepseek tokenizer regression; different model families and code paths." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 PLE device mismatch under device_map=auto; unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorFlow backend packaging issue vs torch/transformers version incompatibility; different failure modes." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/truncation crash vs RTDetrLoss infeasible cost matrix; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs glm-4v-9b loading failure; not the same defect." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "GenerationMixin cache missing during chunked prefill vs CLIPVisionModel hidden_states regression; different regression points." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError vs TensorFlow backend packaging; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention kernel divergence vs ANSI loading-report formatting; no overlap." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings referencing removed configs vs leftover dummy classes in dummy_pt_objects; both CI-related but different files and fixes." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs trust_remote_code returning incomplete AutoConfig fields; separate config-loading bugs." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for text classification pipeline vs intermittent slow imports; unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling vs FlashAttention failure in Ministral-3; different model/tokenizer issues." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Qwen2.5-VL rope indexing for still images vs Qwen3.5 variable-length position_ids; similar model family but different logic and symptom." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM on load vs FP8 frozen checkpoint scaling omission; different memory vs correctness problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 45, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43299", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47312", + "issue:47333" + ], + "soft_pairs": [ + "issue:43824|issue:43976", + "issue:44589|issue:45362", + "issue:44336|issue:44373", + "issue:47176|issue:47177", + "issue:43723|issue:44162", + "issue:45362|issue:47333", + "issue:45083|issue:46851", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:44871|issue:47145", + "issue:42617|issue:43976", + "issue:46291|issue:46399", + "issue:46399|issue:46851", + "issue:46655|issue:46726", + "issue:45003|issue:47217", + "issue:42491|issue:43299", + "issue:45072|issue:46829", + "issue:43526|issue:45003", + "issue:45103|issue:46399", + "issue:43540|issue:46752", + "issue:45588|issue:46851", + "issue:44295|issue:45397", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44246|issue:44871", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:43540|issue:46655", + "issue:42915|issue:47312" + ], + "prepared_review_unit_hash": "7468fcac9d6f92f88879a776830a13d8dbbbb4f6ce1a38cabe87e46509216368", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36839, + "estimated_input_tokens": 9210, + "estimated_eval_tokens": 18676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a false-positive similarity cluster: the issues span unrelated bugs across loading, kernels, tokenizers, vision/video processors, security, and misc utilities. I don\u2019t see any pair that is the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43824 is the strongest representative because it has the most discussion/inbound attention and describes a concrete, broadly impactful transformers v5 loading regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the clearest cluster anchor: specific, user-facing, and broadly relevant to the v5 API breakage theme, while most others are narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: Qwen2.5-VL import/export regression vs Python version compatibility failure." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Unrelated: float8 storage deserialization error vs Qwen3.5 chat crash." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Different scope: ANSI coloring in loading_report vs a docstring typo for position_ids." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both security-related, but distinct bugs: shell command substitution bypass vs tar/zip path traversal RCE." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Unrelated tokenizer loading issue vs ESM2 model breakage." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Different code paths: Qwen3.5 chat crash vs disk-offload save failure for Qwen3-30B-A3B." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both Qwen-family, but one is a feature-extractor length helper bug and the other is variable-length position_ids handling." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch vs gemma-4 zero3/from_pretrained failure; not the same defect." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance regression vs unrecognized-model/config.json loading error." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Different checkpoint/config issues: eos_token_id mismatch vs missing FP8 weight_scale application." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "3d_parallel.py runtime issue is unrelated to Python 3.9/3.10 support." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernel package import/versioning failure vs Qwen3.5 rotary registration error; different failures." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Both Qwen3.5-related, but one is kernel registration/import error and the other is position_ids/variable-length behavior." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding bug in SmolVLM vs missing vision-backend handling in AutoProcessor." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "sys.modules access safety bug vs VL image-placeholder parsing failure." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE on v5, but one is LoRA compatibility across hf4.x/hf5.x and the other is base-model loading for Qwen3VL MoE." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Unrelated: dtype mismatch in inference vs incorrect hidden_states field in output object." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT image processor label reduction bug vs unsafe sys.modules access; no shared code path." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation crash is unrelated to kernel registration error." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs empty-list chat template IndexError." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sinkless-model crash vs Qwen3.5 variable-length position_ids bug." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer access error for position_ids vs gemma-4 zero3 loading issue; different symptoms and likely causes." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist file-write race vs stale warning in paged generate; unrelated." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stateful phonemizer language bug vs from_pretrained behavior inside Python classes; not the same issue." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access bug is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and Gemma eos_token configuration mismatch are different regressions." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code emission bug vs GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different subsystems and failures: torch.compile+SDPA in Bamba vs CPU/CUDA result mismatch in PPDocLayoutV3." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Auxiliary-loss gating bugs in different models with different conditions; not the same concrete change." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Different multimodal bugs: Qwen3OmniMoe video input error vs SmolVLM video padding calculation." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to kernels 0.16 incompatibility." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 46, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47321" + ], + "soft_pairs": [ + "issue:42886|issue:46132", + "issue:41950|issue:44220", + "issue:44779|issue:45292", + "issue:46726|issue:47217", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:36246|issue:43596", + "issue:44479|issue:46655", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45375|issue:45759", + "issue:44451|issue:46752", + "issue:45292|issue:45701", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:43295|issue:45292", + "issue:43352|issue:45250", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:46170|issue:47321", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375", + "issue:44623|issue:46726", + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:44242|issue:44857" + ], + "prepared_review_unit_hash": "70800eac88f4aad8c8aea07c36e900b24f2c617883f997de7cce09f39fdc012d", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35954, + "estimated_input_tokens": 8989, + "estimated_eval_tokens": 18234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: all soft-similarity pairs are false positives, with only broad overlap in model families, versions, or subsystems. No single canonical duplicate issue/PR stands out.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Different problem domains: offline cache loading vs attention registry behavior." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated pipeline/image-processor routing issue vs audio feature extraction bug." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression vs embedding resize not propagating; different code paths." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Processor backend-missing error vs VL placeholder-in-text failure; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for a pipeline API vs unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is Qwen3 MOE weight conversion and the other is ZeRO3 init deque crash." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a Qwen image processor vs BertModel/ZeRO3 index error; different failures." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video processing, but the affected models and likely bug locations differ." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing-import failures from different packages and root causes." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-import targets; no shared code-path evidence." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config handling, but one is a strict-field drop and the other is text_config unwrapping." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure vs empty-list chat template IndexError; unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize bug vs tokenization changes; different behaviors and layers." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Registering position_ids as buffer vs performance regression after upgrade; not the same bug." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 model breakage vs Gemma 4 token-type defaulting; different model-specific issues." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer regression vs embedding resize propagation; no concrete overlap." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Generic Flash Attention support request vs model-specific unsupported FA2 error." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 init crash vs auto_mappings stale config references; different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied weights vs resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Windows/ROCm distributed import issue vs AMD quark class update; unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning vs patchtsmixer post_init policy; different model logic." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access vs xdist race in testing utils; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 video encoder attribute error vs SAM3 LiteText memory overflow; different failures." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading failure for granite_speech vs missing field in Qwen vision config." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "save_pretrained missing files vs AutoProcessor backend-unavailable load error; different lifecycle stages." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading regression for a specific repo vs protobuf-related tokenizer exception masking." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe regression vs CPU/CUDA output mismatch in PPDocLayoutV3; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Router-loss omission bug vs AMP/CUDA image-loss crash; different components." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 47, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44162", + "issue:44188", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44749", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46851", + "issue:46858", + "issue:47068", + "issue:47145", + "issue:47312" + ], + "soft_pairs": [ + "issue:44995|issue:45200", + "issue:44479|issue:46170", + "issue:29870|issue:30333", + "issue:45397|issue:45656", + "issue:44877|issue:46170", + "issue:44368|issue:44977", + "issue:42199|issue:46851", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:45685|issue:46431", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:42994|issue:47312", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:44188|issue:46202", + "issue:43931|issue:44368", + "issue:45987|issue:46082", + "issue:43906|issue:46202", + "issue:44368|issue:45563", + "issue:44483|issue:46202", + "issue:46132|issue:47145", + "issue:44188|issue:46421", + "issue:44361|issue:44749", + "issue:45593|issue:47068", + "issue:45103|issue:46858" + ], + "prepared_review_unit_hash": "8696dc009c0b6734843a0aee07d288096f1cf8df2334f35f303ea45bb4c58922", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35370, + "estimated_input_tokens": 8843, + "estimated_eval_tokens": 17942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a fuzzy-similarity false positive: the issues span unrelated models, subsystems, and failure modes. None of the soft pairs look like the same underlying bug, and there is no clear canonical duplicate hub.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is heterogeneous and the soft links are all cross-topic false positives.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue here is a good global representative for deduplication since the items are unrelated rather than alternate reports of one bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: stale indexer cache on second forward pass vs Gemma 4 text-only fine-tuning mm_token_type_ids handling." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated: video-input regression in Qwen VL models vs Windows/ROCm import failure from torch.distributed dependency." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Different domains: BART generate() UnboundLocalError vs MLflow job status reporting after failed training." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention Deepspeed, but one is Gemma-4 from_pretrained loading and the other is an optimizer-step double-call bug." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Different subsystems: strict config loading for granite_speech vs a Windows ROCm import/type error." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but not the same bug: a harmless tie_word_embeddings warning vs a flash-attention generation failure." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "Completely different models and failures: DETR cardinality logic vs Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Both are crashes, but they affect different code paths and models: stale indexer cache vs flash_attention.py s_aux=None handling." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Different models and symptoms: BigBirdTokenizer special-token registration vs ESM2 being broken." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Unrelated: SAM3 vision encoder output attribute error vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "No shared bug: an MPS histogram/int issue vs apply_chat_template requiring a chat template." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Different problems: RT-DETR memory not released on deletion vs MaskGenerationPipeline final-batch result dropping." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Unrelated: offline tokenizer cache loading vs Gemma 4 multi-GPU inference CUDA OOM." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Different issues: quantized model saving failure vs kernels 0.16 incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Different symptoms and scope: AutoTokenizer loading in v5 vs an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Same project area, but not the same bug: dummy Conv2d in Sam3PixelDecoder vs a model-type warning for sam3_video/sam3_tracker." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Unrelated: torch.compile branching in attention kernels vs Gemma pipeline roundtrip failure on \u2581." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different failures: Qwen3-VL weight-shape mismatch vs a Qwen3.5 tied-embeddings warning." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Distinct bugs: StaticCache returning a tensor instead of int vs LlamaConfig rejecting incompatible head_dim." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "No clear overlap: an isolated reproduction of another issue vs Gemma pipeline roundtrip tokenization failure." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related warnings, but one is a Qwen3.5 fine-tuning config warning and the other is a stale paged-generate warning." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Different areas: /v1/chat/completions request rejection vs Gemma token roundtrip failure." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "Unrelated: AttentionInterface.register altering registered functions vs FP8 checkpoint weight_scale not applied." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both involve cache/compile wording, but one is attention-kernel divergence and the other is lazy cache init causing recompilation." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different bugs: MLLukeTokenizer AttributeError vs a performance regression after upgrading Transformers." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Unrelated: D-FINE auxiliary-loss behavior vs a host synchronization concern from a CUDA tensor conditional." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Different code paths: auto_docstring annotations crash vs cache.get_seq_length() device-tensor arithmetic breakage." + } + ] + }, + "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": 27, + "review_unit_index": 48, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47217" + ], + "soft_pairs": [ + "issue:46752|issue:47020", + "issue:43994|issue:46726", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:43475|issue:43643", + "issue:43475|issue:46821", + "issue:43784|issue:46399", + "issue:44964|issue:45137", + "issue:44373|issue:46851", + "issue:39692|issue:46726", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:44871|issue:46132", + "issue:46463|issue:46877", + "issue:45561|issue:47217", + "issue:45375|issue:45478", + "issue:45230|issue:45397", + "issue:43723|issue:46326", + "issue:46877|issue:47000", + "issue:44038|issue:44623", + "issue:43232|issue:43673", + "issue:44869|issue:45356", + "issue:45310|issue:45375", + "issue:41628|issue:44933" + ], + "prepared_review_unit_hash": "ab6ae3dab73d1196dadbcb00541730c5a93b26c7c57f63c423377f5c25037f72", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35272, + "estimated_input_tokens": 8818, + "estimated_eval_tokens": 17892 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of Transformers regressions across generation, tokenization, vision, save/load, and docs; the soft pairs share superficial wording but not the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster\u2019s dominant theme: Transformers 5.0 breaking model initialization/loading paths. It is more central and general than the other, narrower model-specific or API-specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor this cluster because it captures the widest cross-cutting regression class, while the rest are mostly specific manifestations or unrelated failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Empty-chat-list chat-template crash and XLMRobertaTokenizer/Unigram constructor mismatch are different tokenizer bugs on different code paths." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 bad outputs with AutoModel/pipeline is a model-behavior bug; AutoProcessor 'Unrecognized image processor' is a missing-backend/loading error." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and the Chinese performance regression after upgrade are unrelated failures." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A data-filtering slowdown and a DeepSpeed optimizer-step duplication bug are different problems." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained tokenizer_class mismatch and processor.save_pretrained missing files are similar APIs but distinct save-format bugs." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and MaskGenerationPipeline partial-batch dropping are unrelated model vs pipeline bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom-model initialization breakage and the ESM2-specific regression are not the same code-path or model family." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission and DeepSpeed optimizer-step behavior are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing Sam3VisionEncoderOutput field and AutoConfig trust_remote_code field loss are both missing-field symptoms, but in different objects and APIs." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Sam3 vision encoder output attribute error and TimesFM window_size AttributeError involve different models and code paths." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError for nn and Qwen3.5 kernel registration ValueError are unrelated import/runtime bugs." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are different subsystems and failure modes." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A docstring typo for position_ids is not the same as a runtime variable-length input bug in Qwen3.5." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 documentation example errors and AutoProcessor missing-vision-backend handling are different kinds of issues." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel divergence and Qwen3.5 position_ids behavior are different bugs." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError and sentence-transformers getting stuck loading are distinct startup problems." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring stdout spam are different issues in unrelated utilities." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist captured_info.txt race and VL image-placeholder handling are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes in Qwen3.5MoeVisionConfig and a broad Qwen3.5 Moe from_pretrained error are too unspecific to treat as the same bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not duplicates." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer.from_pretrained failure in v5 and continue_final_message for mistral_common are different tokenizer paths." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint stdout noise and RTDetrLoss infeasible cost-matrix crash are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug and processor.save_pretrained missing files do not describe the same underlying defect." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation kwargs update and chunked_prefill cache absence are both generation-related but not the same concrete bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 codec regression are different tokenizer failures." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "A broad Qwen3.5 Moe from_pretrained error and a specific missing-config-field issue are not clearly the same underlying defect." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import failure and a nonexistent image_utils import are different import errors with different symbols." + } + ] + }, + "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": 27, + "review_unit_index": 49, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:45081|issue:45103", + "issue:45406|issue:46202", + "issue:43278|issue:45137", + "issue:46202|issue:46701", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:44038|issue:45310", + "issue:44945|issue:45753", + "issue:43232|issue:44792", + "issue:44222|issue:45310", + "issue:45561|issue:47059", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:42831|issue:44222", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:42673|issue:43704", + "issue:42175|issue:45712", + "issue:42898|issue:44568", + "issue:43784|issue:43824", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085" + ], + "prepared_review_unit_hash": "b7d1837352f44bc5cd29175218752937574eba59628433e300eb1183742aed12", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36083, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one clear duplicate pair stands out: issue:42673 and issue:43704 describe the same Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads. The other soft pairs are only loosely related by subsystem or symptom and should remain separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it is earlier and has more discussion activity than issue:43704, and both report the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest representative of the cluster: it matches the duplicate title, predates issue:43704, and has the fuller discussion thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Both are Transformers issues, but they cover different bugs: TF32 settings versus old InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and different root causes." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Tokenizer model registration failure and a hub CLI completion regression are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "These are separate utility crashes with different code paths and causes." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both mention Gemma, but one is a missing processor attribute and the other is a tokenizer roundtrip failure." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16/FP32 dtype drift and a DeepSpeed deque underflow are unrelated bugs." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "A tokenizer roundtrip issue and an image-text-to-text pipeline failure are not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "CUDA AMP loss crash and docstring lint stdout noise are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss logic and auto_docstring logging are separate areas." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; not the same export bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen3 MoE, but they describe different compatibility and from_pretrained failures." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline parallelism corruption and a specific-image infinite loop are distinct behaviors." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation-kwargs sync behavior and a Janus image-generation test failure do not share a concrete code path." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE and Qwen3.5 from_pretrained errors are different failure mechanisms." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "A pytest-xdist race and a hub CLI completion break are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging and a nonexistent import from image_utils are separate issues." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and a DeepSpeed host-sync concern are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and FP8 MoE save_pretrained differ in symptom and path." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "A PEFT version pin and docstring lint output are completely unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting after failed training and an Adafactor OOM are different training failures." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak scenario with multiple dataloader threads; clear duplicate." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing TensorFlow backend in extras install and dummy class cleanup are unrelated packaging issues." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup spacing changes and add_special_tokens BOS/EOS behavior are different bugs." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import failures, but they concern different missing exports and different packages." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and a missing image_utils import are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition and a pytest-xdist race are separate problems." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "A loading hang in Sentence Transformers and embedding reinitialization are different failures." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token behavior and tokenizer thread-safety are not the same issue." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline Mistral regex patch crash and tokenizer thread-safety regression are different bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the canonical_issue_reason overstates the evidence. The packet supports that issue:42673 is earlier and has more discussion than issue:43704, but it does not support \u201csubstantially more discussion and inbound references\u201d because both items show 0 inbound references. The rest of the summary is conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 50, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:43479|issue:46829", + "issue:42898|issue:45812", + "issue:44186|issue:47085", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:39692|issue:46909", + "issue:43723|issue:44568", + "issue:45600|issue:47059", + "issue:44016|issue:46231", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:46077|issue:46123", + "issue:42673|issue:47085", + "issue:42898|issue:44779", + "issue:30333|issue:34689", + "issue:27957|issue:30333", + "issue:44060|issue:45125", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:30333|issue:36331", + "issue:43874|issue:45092", + "issue:44295|issue:45656", + "issue:42222|issue:45200", + "issue:22355|issue:28282", + "issue:44734|issue:45103", + "issue:43116|issue:44190", + "issue:44075|issue:46231", + "issue:45405|issue:45712", + "issue:44222|issue:44297" + ], + "prepared_review_unit_hash": "2e126918411242f6c34a48c12be3d1ba56b54d8fcbce77a70a81337e6edc1bb3", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36580, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The suggested pairs are mostly theme-level similarities rather than true duplicates; none look safe to merge as the same underlying bug/change. No PRs are present. The strongest standalone issue is the broad, high-impact Granite tokenizer regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45812 is the best anchor: it describes a broad, silent v4\u2192v5 regression affecting all Granite models, has multiple inbound references, and is more central than narrow single-model or documentation-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 has the clearest combination of scope, severity, and reuse value as a reference point for related tokenizer regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Both are model-output bugs, but they hit different code paths: multimodal config initialization vs. ImageClassifierOutput field assignment." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both involve v5 tokenizer behavior changes, but one is about clean_up_tokenization_spaces while the other is a Granite token-ID regression." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "Different failures: LayoutLMv2Tokenizer NER/padding crash versus tokenizer thread-safety regression." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "One is missing files from processor.save_pretrained, the other is a from_pretrained load error for Qwen3.5 MoE." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both mention performance/multi-threaded usage, but one is a VRAM leak in dataloader threads and the other is an FA2 long-context performance regression." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they are unrelated examples with different root causes and model families." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Generic tokenizer loading trouble is not the same bug as mDeBERTa not adding BOS/EOS with add_special_tokens=True." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Repository CI breakage from stale config references is unrelated to a huggingface_hub CLI compatibility failure." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and documentation parameter-name mismatch are both docs issues, but not the same artifact or bug." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Different multimodal/text generation bugs: config default handling versus Whisper word-timestamp decoding crash." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "The former is config initialization, the latter is a generic ModelOutput key-assignment bug." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Both involve attention/pipeline behavior, but one is Gemma4 mask construction and the other is batch-finalization logic in MaskGenerationPipeline." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "Thread-related symptoms alone are insufficient; a VRAM leak is not the same as tokenizer thread unsafety." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different models and different tokenization behaviors." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow job-state reporting and Llama model loading are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 on XLM-Roberta is unrelated to MLflow reporting after failed training jobs." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen-family issues, but one is a tied-weights warning and the other is missing tensor-parallel plan metadata." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenizer cleanup behavior and the other is processor/tokenizer API compatibility for custom code." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different tokenizer regressions: one changes cleanup-space behavior, the other changes Pegasus summarization output between major versions." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed training-job reporting is not the same as a custom trainer signature mismatch." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal loading issues: missing image-processor method versus remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "A buffer-reading error for position_ids is unrelated to double optimizer-step calls under deepspeed." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaults are different model-specific bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are separate import errors with different causes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation indexing in serving is unrelated to the auto_docstring annotation crash." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Classification script empty outputs and local dataset loading failure are different example-script issues." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer args being ignored is not the same as a documentation parameter-name typo." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A minimum PEFT version bump and leftover dummy classes causing CI failure are unrelated maintenance issues." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both touch save_pretrained, but one concerns FP8 MoE saving and the other tokenizer metadata naming." + } + ] + }, + "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": 27, + "review_unit_index": 51, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:42796|issue:43723", + 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describes a specific, actionable regression rather than a broad or speculative symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different code paths: Pegasus output regression vs AttentionInterface registration semantics." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling and tokenizer import/loading failure are unrelated bugs." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save_pretrained metadata issue vs optimizer stepping twice; no shared underlying defect." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy problem and processor.save_pretrained missing files are separate concerns." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Multimodal config initialization bug vs non-persistent buffer junk; different failure modes." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import re-export issue and dummy class cleanup are not the same bug." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime limit is unrelated to AttentionInterface behavior changes." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 moe save_pretrained issue vs processor file-saving issue; different artifacts and fixes." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 and missing chat template support are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction and GLM-5 RoPE implementation bug are not the same change." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class serialization mismatch vs Qwen3.5 MoE from_pretrained error; distinct defects." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading/import issue vs flash-attention generation regression; no common code-path." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are separate missing-symbol issues." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Version-to-version tokenization drift is unrelated to FP8 inference on B200." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "BEiT preset loading and CLI completion attribute failure are unrelated subsystems." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state vs Gemma4 quantized dtype casting; no shared bug." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Generation sync_gpus bug and warning-message wording are different issues." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "DSA indexer activation discussion vs Minimax numerical-difference report; not the same defect." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig typing regression and LlamaConfig head_dim validation are separate API problems." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save/load bug vs a question about default shard size; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading and LlamaConfig head_dim validation do not share a code path." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwarg update bug vs Kosmos2.5 OCR index error; different models and failures." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers load hang and siglip2 zero probabilities are different model-specific problems." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer access error vs processor.save_pretrained file omission; no overlap." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA top-k bounds error and CLI completion attribute error are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Actual tensor split bug vs docstring-only issue; not duplicate." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 Video attribute missing and MoonshineStreaming off-by-one are different model bugs." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation state update bug and cache length configuration bug are separate code paths." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "InternVL2 meta initialization incompatibility and Qwen3.5 save_pretrained key regression are distinct." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized Ministrals/Devstrals save failure and sinq save/load break are different quantization 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": 27, + "review_unit_index": 52, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + 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"bd9e27ba4aeee25b6ff4b2c61ba13c460aa03c1202db35a57cb4f2a2b219da7b", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36116, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated tokenizer, model-loading, processor, and accuracy bugs. The only plausible duplicate edge is the AutoProcessor/vision-backend missing-dependency crash pair; everything else appears to be separate issues.", + "confidence": 0.8, + "canonical_issue_reason": "issue:46726 is the broadest and most general report in the only plausible duplicate subcluster, covering AutoProcessor behavior when the required vision backend is missing.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46726 best represents the cluster\u2019s only coherent bug theme and is phrased at the right abstraction level for a canonical tracker issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Different bugs: a vague dependency issue vs. a performance problem in SequenceFeatureExtractor.pad." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Unrelated domains: sam3-litetext memory overflow vs. a broken DIA documentation example." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video processing, but the off-by-one mask bug and the SmolVLM padding bug are distinct code paths." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": true, + "reason": "Both describe AutoProcessor failing when the required vision backend is missing; same underlying missing-dependency handling bug." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same DSA indexer area, but one is about torch.split return values and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Completely unrelated: missing transformers.onnx module vs. XLMRoberta Flash Attention 2 behavior." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different problems: FineGrainedFP8 accuracy vs. Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both are sequence/vision indexing issues, but they affect different models and different calculations." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Both mention sam3, but one is a model-type warning and the other is missing text encoder weights." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different registration/load paths." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: chat/completions request rejection vs. Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different root causes: missing rms_norm_eps in MLA q_a_layernorm vs. meta-init incompatibility for InternVL2 checkpoints." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Completely unrelated: Phi-4 multimodal loading vs. a huggingface_hub CLI completion regression." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "No concrete shared bug: one is a FineGrainedFP8 accuracy issue, the other a Qwen3-VL-Moe load/error report." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different symptoms and causes: flash_attention_3 degenerate training vs. NaNs after checkout/init." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Unrelated CLI breakage vs. a sentence-transformers import NameError." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Different tokenizer topics: missing onnx module import vs. added-token spacing regression." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Different bug classes: attention-kernel divergence under torch.compile vs. a wrong docstring." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: import-time NameError vs. auto_mappings.py referencing removed configs." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "No shared underlying bug; one is an accuracy issue, the other an infinite loop on a specific image." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and different behaviors (offset mapping vs. BOS/EOS insertion)." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both are model-architecture/configuration reports, but about different models and different mistakes." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both involve vision inputs, but one is missing-backend crash handling and the other is image-placeholder placement in user text." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer-related, but one is BPE marker handling and the other is a broader version-to-version tokenization change." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Unrelated: non-persistent buffer initialization junk vs. a streaming mask off-by-one." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Different bugs: offline cache loading failure vs. quantized model saving failure." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offline cache loading and the other is decoder-type selection in v5." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different model internals: mllama mask handling vs. deepseek-v4 tensor transpose/cast behavior." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Same sam3 family only at a very high level; a model-type warning is not the same as a memory overflow." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays close to the packet, and the lone accepted soft edge (43986 \u2194 46726) is a conservative same-bug call. The other verdicts are mostly cautious rejections and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 53, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43329|issue:47059", + "issue:43976|issue:44945", + "issue:43122|issue:46326", + "issue:44625|issue:44829", + "issue:42907|issue:44945", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:42371|issue:44263", + "issue:44704|issue:45290", + "issue:42907|issue:43937", + "issue:43122|issue:44521", + "issue:22355|issue:29159", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:44360|issue:44485", + "issue:44038|issue:44297", + "issue:46172|issue:46762", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:43116|issue:45200" + ], + "prepared_review_unit_hash": "385ea26dcf98af3769a696ca00bd4cbde2f40a765e75d13a4c49d7fda972ec88", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36577, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of unrelated Transformers issues across imports, tokenization, multimodal/video, and model-specific regressions. The only clearly related soft edge is a specific missing import fitting a broader import-regression report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest and most representative issue here: it describes a general import-regression after upgrading, which best matches the one plausible duplicate subtheme in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best standalone issue because it is the most general, likely to subsume related import failures, and describes the clearest cross-cutting regression pattern in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import failures, but one is a specific huggingface_hub symbol and the other is a broad Transformers upgrade regression; not the same underlying bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different problems: Flash Attention 2 support for XLM-Roberta vs a loading hang in Sentence Transformers." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different failure modes with no shared code-path evidence." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug is unrelated to a broken DIA documentation example." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to documentation issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading/runtime failures, but one is a Sentence Transformers hang and the other is a MacOS bus error on a community CLIP model; too different to merge." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is a buffer/position_ids read error; the other is tokenizer_class metadata mismatch on save_pretrained. Different bugs." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure for Ministrals/Devstrals and inability to load Phi-4 multimodal are unrelated model-specific issues." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Undefined multimodal-token helpers in video code and CLI tests failing with huggingface_hub 1.22.0 are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility issue and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizer behavior, but one is a version-to-version tokenization change and the other is a continue_final_message bug in mistral_common tokenizers; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Save/dequantization failure and pipeline-parallelism wrong output are different regressions." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer and a separate model loading failure are not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping bug and all-zero assistant_masks in multimodal chat templating are different code paths." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": true, + "reason": "This specific missing import fits the broader post-upgrade import-regression described by issue:45278, so they likely share the same underlying release break." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs are different from_pretrained-related bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a GlmMoeDsaIndexer torch.split issue are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and chat-template crashes with tool-call messages are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different model families and different bugs: save/dequantization failure vs invalid GenerationConfig." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer version drift and multimodal assistant_mask generation are not the same underlying defect." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM3 video-related, but one is a model-type warning and the other is a missing attribute; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file loader breakage are different issues." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer ReLU discussion and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained metadata mismatch are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "DeepSeek-v4 tensor transpose issue and Minimax MSA numerical differences are unrelated model-specific problems." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and there is no evidence of one shared root cause." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different subsystems: Qwen3-VL-Moe behavior vs position_ids buffer access." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 around version 5.4.0+, but one is save_pretrained checkpoint correctness and the other is from_pretrained failure; related family, but not clearly the same bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification example bug and Gemma 4 mm_token_type_ids behavior are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only soft-edge acceptance (issue:41628 vs issue:45278) is plausibly supported by the titles: a specific missing import fits the broader import-regression report. The other pairwise rejections also look appropriately cautious and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 54, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46877", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:44038|issue:44222", + "issue:43122|issue:44779", + "issue:42175|issue:44938", + "issue:39401|issue:46614", + "issue:43278|issue:44945", + "issue:22355|issue:29127", + "issue:42222|issue:47312", + "issue:36296|issue:43116", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:42757|issue:44351", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:28348|issue:46640", + "issue:42898|issue:46614", + "issue:44483|issue:47217", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:38617|issue:45278", + "issue:44625|issue:46002", + "issue:43066|issue:44779", + "issue:44995|issue:46697", + "issue:45083|issue:45446", + "issue:43116|issue:43493" + ], + "prepared_review_unit_hash": "3b045b0d12c4160dec780f3e0acd64a0cbf399468f7a17859a0cf7d1b691f28f", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35202, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The paired issues are mostly about different models, different subsystems, or different failure modes, so none look like true duplicates. The most central issue in this set is the broad import-regression report around upgrading to Transformers 5.5.0.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest, most representative regression report in the set, covering multiple import failures after a version upgrade.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue candidate because it is general, clearly scoped, and likely to subsume related import-breakage reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different problems: one is a Qwen3-VL-Moe regression in Transformers 5.0, the other is an FP8 save_pretrained issue for moe models." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both mention v5 tokenizer regressions, but they appear model-specific and do not clearly describe the same tokenizer bug or code path." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Packaging backend selection with `pip install '.[torch]'` is unrelated to a Python 3.14 load failure." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Different tokenizer components and different failure modes: Qwen3 offset mapping vs Wav2Vec2 phonemizer language state." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "One is a dtype change between train/eval, the other is incorrect output under pipeline parallelism; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Importing `transformers.onnx` and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "Vitpose model breakage and a kernel compatibility issue are different failures." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training and a run_classification.py multi-label example bug are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling and generation kwargs update after `sync_gpus` are different code paths." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a Qwen3_5 image-triggered infinite loop are unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages and do not look like one bug." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under `torch.compile` is unrelated to a `SequenceFeatureExtractor.pad` performance issue." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "A docstring parameter-name mismatch is not the same as import-time doc-lint diagnostics being printed to stdout." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "One requests Flash Attention 2 support for GPT2LMHeadModel; the other is a separate generic Flash Attention 2 issue." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization-space cleanup behavior in v5 is unrelated to stale phonemizer language state." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "A rejected chat/completions request and a VL placeholder parsing failure are different API-level problems." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and a RoPE implementation discussion are not the same concrete defect." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Base-model-prefix loading breakage and NaNs in classification heads are unrelated issues." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility and an incorrect PyTorch version check for a flex_attention import are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM and dtype mismatches in inference are unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but save_pretrained key serialization and from_pretrained loading errors are distinct code paths." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import symbol and a broad set of import errors after upgrade are related in theme but not the same underlying issue." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Config propagation of `num_labels` is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and Deepseek v5 tokenization regressions are not clearly the same bug." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale cache crash in GlmMoeDsa and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extractor length helper issue and a flex_attention version-check bug are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example-script behavior and a SigLIP2 HF-vs-JAX discrepancy are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 55, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44355", + "issue:44466", + "issue:44610", + "issue:44704", + "issue:44936", + "issue:45071", + "issue:45092", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:44610|issue:46909", + "issue:44038|issue:45478", + "issue:44355|issue:46231", + "issue:43618|issue:46829", + "issue:43066|issue:46710", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:43116|issue:43825", + "issue:42673|issue:42796", + "issue:43992|issue:44704", + "issue:46328|issue:47116", + "issue:43827|issue:45446", + "issue:39379|issue:43688", + "issue:33453|issue:39401", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:45092|issue:46762", + "issue:44291|issue:45071", + "issue:43064|issue:43673", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:43937|issue:45563", + "issue:44263|issue:46762", + "issue:44466|issue:46002", + "issue:42222|issue:47000" + ], + "prepared_review_unit_hash": "8ee65b59949382342c65fad2812743740eb9a75cfa15d6badc0d7edd150b39ed", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34743, + "estimated_input_tokens": 8686, + "estimated_eval_tokens": 17628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs are only superficially similar by subsystem or v5-era wording, but they describe different bugs, models, or code paths. I would not merge any of the soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "If one issue must anchor the cluster, issue:44038 is the most concrete and representative user-facing regression among the set, but the cluster does not actually have a strong duplicate core.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44038 is the clearest standalone bug report here; it is specific, actionable, and closer to the cluster's broad v5/model-loading theme than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different failures in different trainer flows: SGD optimizer args vs evaluate-after-train behavior." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Unrelated domains: OmDet image sizing mismatch vs a broken DIA documentation example." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen/MoE loading complaints, but they target different model families and likely different code paths; too weak to treat as the same bug." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors and a doc parameter-name typo are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output fields, but they affect different models and different output tensors; not the same underlying bug." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and a downstream accuracy regression are not the same issue." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-processor method are unrelated." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both mention AutoProcessor.from_pretrained, but one is a missing backend error and the other is repeated HTTP 429 retry behavior." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script multi-label classification failure and pipeline() error-message wording are different problems." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leakage in multi-threaded loading and tokenizer BPE-marker handling are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Model weight loading in UMT5Encoder and passing kwargs in AutoProcessor are different code paths." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Performance regression in SequenceFeatureExtractor.pad and a streaming pipeline regression do not describe the same bug." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention PyTorch version check are unrelated." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "A masking bug in mllama and an auxiliary-loss normalization bug in OLMoE/GPT Oss are different model-specific issues." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are not the same concrete failure." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a Qwen2_5_VL class and AutoProcessor retry behavior on 429s are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache behavior and SequenceFeatureExtractor padding performance are entirely different subsystems." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Remote-code meta-initialization incompatibility and attention numerical differences are not the same underlying defect." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both are v5 compatibility regressions, but one is an init_empty_weights argument error and the other is a PretrainedConfig type-checking break; separate fixes." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and generation cache missing are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT version pin problem and a flex_attention import version check are unrelated maintenance issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None and flash_attention crashing on s_aux=None are different failure modes in different paths." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning about num_return_sequences are not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue in an indexer and numerical differences in attention are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights and NaNs in classification heads are different bugs with different symptoms." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage and RTDetrLoss infeasible cost-matrix crashes 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": 27, + "review_unit_index": 56, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44380", + "issue:44410", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45561", + "issue:45632", + "issue:46077", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44380|issue:46077", + "issue:42222|issue:43441", + "issue:39379|issue:46897", + "issue:42222|issue:46752", + "issue:44117|issue:45081", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:42617|issue:45341", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:43408|issue:43742", + "issue:45632|issue:46981", + "issue:45071|issue:47059", + "issue:44829|issue:45216", + "issue:44410|issue:45310", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:44877|issue:46231", + "issue:43208|issue:46894", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:43937|issue:44496", + "issue:39401|issue:43421", + "issue:42371|issue:44261", + "issue:44261|issue:46762", + "issue:38617|issue:44220", + "issue:44964|issue:45278" + ], + "prepared_review_unit_hash": "1286bee7d06b443f01bab71ccf56f245b334d8ec58d36692f77c50cea7603bb4", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35990, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: a few import/loading/tokenizer regressions are superficially related, but most items describe distinct model-specific bugs or unrelated tooling issues. No soft-edge pair looks like the same concrete bug/change.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45278 is the broadest umbrella among the set for import/regression breakages after upgrade, and it can subsume several of the import-related reports better than the narrower duplicates. It is still only a partial fit for the full heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue overall because it captures the broadest user-facing breakage pattern in the cluster (multiple import failures after version changes).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but one is GPT2 backend scaling and the other is Gemma4 bidirectional mask construction; different models and code paths." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral-3 FlashAttention failure are unrelated model-specific errors." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different models and symptoms; one is an mllama mask-handling bug, the other is a Florence2 training-loss double-shift issue." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose loading failures and empty chat-template input handling are unrelated bugs." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and Mistral regex patch crash are different tokenizer-loading bugs." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and Qwen3.5 flash-attention generation failure are distinct issues." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type checking regression and stale config.dtype after from_config are not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running 3d_parallel.py and a testing_utils bug are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor output shape and AutoProcessor crash without torchvision are different failure modes." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer problems, but they affect different tokenizers and different logic paths." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3 model-type warning and MobileLLM key error are unrelated loading issues." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions for local trust_remote_code models and repeated 429 retries in AutoProcessor are different behaviors." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "PretrainedConfig type checking and CLI completion failures are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and incorrect save_pretrained output are different bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained error do not describe the same code defect." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "AutoProcessor cached_file kwargs propagation and special_tokens list-vs-dict handling are separate issues." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing_utils bug and xdist race on captured_info.txt are different problems." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a documentation parameter-name mismatch are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift are different model-specific training bugs." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing internal symbol and the other is a missing top-level AutoImageProcessor export; too broad to treat as the same bug." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer output changes across versions and a noisy logging message are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config loading are distinct issues." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset mapping and runtime post-processor updates after special-token changes are different tokenizer behaviors." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA q_a_layernorm precision/config issues are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical problems in different models; no shared code-path bug is evident." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Missing layer_type_validation import and _torch_extract_fbank_features issues are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Phi-4 multimodal loading failure and broad 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": 27, + "review_unit_index": 57, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:42371|issue:42831", + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:44484|issue:45310", + "issue:43097|issue:44493", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:44410|issue:45478", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43874|issue:44261", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:27957|issue:43352", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43208|issue:46897", + "issue:44117|issue:44987", + "issue:44261|issue:44485", + "issue:43531|issue:45341", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:43097|issue:45588", + "issue:44246|issue:46981", + "issue:45753|issue:46369" + ], + "prepared_review_unit_hash": "8248b3b96a1ce1a0e1fcaa0d4538b0553ad45e1e81f7d1caef805afbcce69c58", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36464, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated Transformers bugs that happen to share broad themes like v5 regressions, tokenizer/model loading, or Flash Attention. I found no soft pair that is clearly the same underlying issue, so no duplicates are accepted.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 44483 is the most central high-impact report in this set: it describes a broad user-facing v5 chat/completions API regression with concrete failure, making it a better anchor than the narrower model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44483 is the best overall representative because it is broad, severe, and likely to subsume nearby chat/completions regression reports better than the model- or implementation-specific items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "Both are precision-related, but one is TF32 settings and the other is a FineGrainedFP8 accuracy bug; different code paths and failure modes." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both mention optimizers, but one is SGD args being ignored while the other is double optimizer steps under deepspeed; not the same bug." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Same broad chat/completions area, but 44483 is a general request-acceptance regression while 45464 is a specific Qwen3.5-0.8B streaming failure." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated problems: save_pretrained sharding behavior versus a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are v5 regressions, but one is a removed config option and the other is unexpected position-id keys; different underlying defects." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer-related, but one is a decoder-type regression and the other is tokenization output differing across versions; not clearly the same bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both are GLM-related, but one is a torch.split/indexing bug and the other is a RoPE implementation issue." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different failures: missing projections versus a from_pretrained loading error." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "PatchTSMixer post_init validation is unrelated to AutoProcessor retry behavior on HTTP 429." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are model-loading/model-structure issues, but they concern different architectures and different missing/mismatched components." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache during chunked prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "An empty-list apply_chat_template crash is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are separate API regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model-specific issues: missing image-patch counting method versus a missing rms_norm_eps in MLA q_a_layernorm." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both involve flash attention, but one is a model support error and the other is a training degeneration regression in sequence classification." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "These both mention Qwen3-VL-Moe, but one is a specific weight-shape mismatch and the other is a broader v5 loading bug without enough evidence they are the same defect." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Different models and different flash-attention support complaints; not the same code-path failure." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype-related, but one is a compile-time PyTorch warning and the other is a BLIP2 dtype propagation bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed config option and a gguf_file loading breakage are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained shard sizing has nothing to do with the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Both are low-level tensor/code bugs, but in different models and different operations; no shared underlying defect is evident." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer missing ReLU is unrelated to deepseek-v4 tensor transposition behavior." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers are unrelated to the Florence2 double-shift loss bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but one is tokenizer-mapping None handling and the other is a specific model loading regression; too little evidence they are the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Same GLM area, but one is a normalization epsilon config bug and the other is a RoPE implementation issue." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to a testing_utils bug." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A torchvision-missing crash in AutoProcessor is unrelated to testing_utils." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to testing_utils." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "A removed config option and a flash_attention.py sink-less-model AttributeError are different failures." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import slowness and repeated 429 retries are different performance/retry problems." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "An infinite loop on a specific image and a memory overflow in sam3-litetext are different model/runtime failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 58, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45440", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47116", + "issue:47312" + ], + "soft_pairs": [ + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43986|issue:47312", + "issue:43874|issue:44263", + "issue:44410|issue:45375", + "issue:43673|issue:46123", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:43012|issue:46821", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:44117|issue:46701", + "issue:46655|issue:46664", + "issue:43064|issue:44315", + "issue:46298|issue:46752", + "issue:46172|issue:46710", + "issue:43986|issue:44484", + "issue:42890|issue:46298", + "issue:44704|issue:45103", + "issue:38617|issue:44351", + "issue:44936|issue:46365", + "issue:43502|issue:43992", + "issue:44451|issue:47116", + "issue:43208|issue:43550", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298" + ], + "prepared_review_unit_hash": "fd7eb0738d15c0237663bb5c0b5ebf66541fcabf362b73203627cacc4b1c934d", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36381, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose grab-bag of unrelated Transformers issues/regressions. None of the soft pairs look like the same underlying bug or change; most are only superficially similar by subsystem or model family.", + "confidence": 0.82, + "canonical_issue_reason": "issue:43873 has the strongest signal in the set: the most discussion and inbound references, plus a concrete runtime bug with clear user impact, so it is the best anchor for this heterogeneous cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the highest-signal issue here and the best representative anchor, even though it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek problems: model divergence vs a tensor dtype/transpose bug." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal warning/compat issue vs broken quantized save/load behavior." + }, + { + "left": "issue:43986", + "right": "issue:47312", + "accept": false, + "reason": "Unrelated failures: missing torchvision dependency vs kernel compatibility error." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Same broad model family, but different code paths: image patch counting vs torch.split indexing." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both Qwen-related, but one is a missing layer projection bug and the other is a config field being dropped." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Cache/memory initialization bug vs pipeline batching logic dropping final results." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different issues: removed API surface vs offloading/quantization behavior." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer constructor argument error vs tokenizer mapping returning None; distinct failures." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch precision warning vs TimesFM window_size attribute error." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "General Qwen3-VL-Moe bug vs specific missing projections in qwen3next layer 0." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for unrelated symbols and different modules." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping bug vs image-text-to-text pipeline failure in DiffusionGemma output handling." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same model family, but padding calculation and num_frames semantics are distinct bugs." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging vs empty-list chat template crash; no shared underlying defect." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Tensor operation/type bug vs a model accuracy regression after upgrading Transformers." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Missing torchvision import dependency vs save_pretrained shard-size behavior." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Seed-related test flakiness vs logging noise; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "cached_file kwargs forwarding bug vs docstring parsing crash under future annotations." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different removed/missing symbols and different failure modes." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "trainer.evaluate() state bug vs import failure caused by datasets; not the same issue." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline/local-files-only network leak vs missing embed_tokens weights in UMT5 loading." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Loading a specific model failing vs a streaming pipeline regression." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention-scaling config ignored vs lazy cache causing recompilation; different mechanisms." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure vs unsupported backend mapping error." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Different concrete bugs: distributed optimizer-state issue vs streaming pipeline regression." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized model save failure vs Qwen3_5 image infinite-loop bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Compilation warning on bfloat16 models vs a specific SDPA compile failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes/check_repo failure vs noisy logging; 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": 27, + "review_unit_index": 59, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43526", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44734", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:42907|issue:44655", + "issue:43066|issue:43906", + "issue:43012|issue:44368", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:43352|issue:43976", + "issue:45584|issue:46365", + "issue:44734|issue:47116", + "issue:44038|issue:44230", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:43352|issue:44380", + "issue:43097|issue:46298", + "issue:43208|issue:43526", + "issue:44077|issue:46365", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:43012|issue:47276", + "issue:42757|issue:43824", + "issue:42175|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485", + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:36010|issue:42757", + "issue:43618|issue:43761" + ], + "prepared_review_unit_hash": "0945451c34057c47ab6b78b1e8ed59641a04b06f1ba4f7620d6807a6c4232977", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36217, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated bug reports, with the soft edges appearing to be title-level similarity rather than true duplicates. I would reject all proposed pairings. No PRs are present. If one issue must anchor the set, 43097 is the broadest, most central v5 regression report.", + "confidence": 0.93, + "canonical_issue_reason": "No single true duplicate cluster emerges, but issue 43097 is the best anchor because it is a broad v5 API regression with inbound references and stronger cross-issue relevance than the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43097 has the clearest standalone triage value: broad impact, explicit breakage, and signs that it is referenced by related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is a dequantized-model save failure and the other is Pipeline.save_pretrained; different code paths." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "The second is only a reproduction of another issue; there is no evidence it targets the same tokenizer-decoder bug." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different regressions: a PyTorch compile bfloat16 warning versus a tie_word_embeddings config warning." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "One is about pipeline error messaging, the other about pipeline serialization; not the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight loading and a max_shard_size default question are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() versus a runtime streaming regression are separate issues." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model backend support and Python-version compatibility are unrelated problems." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation failure is unrelated to the Trainer import conflict." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "KV-cache indexing crash in serve and streaming pipeline regression are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen MoE, but one is a transformers 5 bug and the other is fp8 inference support; not the same change." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek-v4 tensor conversion are distinct model-specific failures." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is not the same as AttentionInterface.register behavior change." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "A model support gap and a GPT2 backend scaling bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "API removal regression is not the same as a noisy logging message." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BEiT label reduction are unrelated model issues." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "Config validation for patchtsmixer is unrelated to importing Trainer." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3 config missing vocab_size and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained MoE and from_pretrained load errors are related only loosely by model family, not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Flaky tests due to missing set_seed and a CLI breakage from huggingface_hub are different problems." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different models and different RoPE implementation complaints; not mergeable as one fix." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "Both are precision-related, but one is FineGrainedFP8 accuracy and the other is missing rms_norm_eps in MLA." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request handling and batched chat-template padding crash are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different dependencies." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both touch CLIP v5 regressions, but missing attentions and missing hidden_states are distinct failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44355", + "issue:44380", + "issue:44393", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45593", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110", + "issue:47317", + "issue:47321", + "issue:47332", + "issue:47337" + ], + "soft_pairs": [ + "issue:38617|issue:43502", + "issue:45276|issue:46077", + "issue:43299|issue:43867", + "issue:43618|issue:44380", + "issue:44655|issue:47321", + "issue:44625|issue:46365", + "issue:42994|issue:44655", + "issue:44655|issue:47332", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46512", + "issue:44938|issue:47059", + "issue:43618|issue:45216", + "issue:36683|issue:47110", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:43992|issue:47317", + "issue:44355|issue:44855", + "issue:43010|issue:45278", + "issue:43064|issue:44492", + "issue:43867|issue:46202", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:44393|issue:47337", + "issue:36296|issue:43575", + "issue:43867|issue:45375", + "issue:43618|issue:44077" + ], + "prepared_review_unit_hash": "86f1cee6682c1137487ac0e7a94bc8e8b52d33e11c9d543a7bf575952911116c", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37727, + "estimated_input_tokens": 9432, + "estimated_eval_tokens": 19120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated Transformers issues. The soft similarities are usually just shared subsystems, model families, or broad themes like loading/saving, not the same underlying bug.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44655 is the broadest anchor in the set: it concerns a generic `save_pretrained` failure, has inbound references, and is the closest thing here to a reusable serialization-related umbrella issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44655 is the best representative because it is generic and broadly applicable compared with the many model-specific or version-specific regressions around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different bugs: an import error for `layer_type_validation` vs `local_files_only` still making API calls." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but different code paths: token embedding resizing vs bidirectional attention mask construction." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but the symptoms and likely causes differ (`Qwen3VL` MoE load regression vs sorted-state-dict load error)." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attentions, but one is CLIP output field assignment and the other is GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Unrelated: generic pipeline save failure vs AMD quark class update issue." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Different areas entirely: config propagation for Qwen3.5 vs an import failure involving `Trainer` and `datasets`." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but quantized-model saving and pipeline `save_pretrained` are different failure modes/code paths." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Both are save-related, but disk-offloaded model saving is a distinct path from pipeline object serialization." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different issues: `num_labels` propagation vs Gemma4 bidirectional attention masks." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "No overlap beyond being model-specific bugs; flash-attn support and denoising/aux-loss behavior are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are missing-attribute errors, but for different models and different missing fields." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "One is about compiled Python files failing, the other about import-time docstring lint output; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different config/model issues: missing `vocab_size` vs `post_init` behavior for patchtsmixer." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they involve different versions and different breakages." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern load/save regressions, but one is sorted state_dict loading and the other is Qwen3.5 checkpoint saving." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Different bugs: Gemma4 attention mask logic vs stale `config.dtype` after `from_config(dtype=...)`." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Different compatibility problems: Python 3.14 loading failure vs `huggingface_hub` CLI completion breakage." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different problems: CLIP attentions assignment vs Qwen3.5 checkpoint serialization regression." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Both are attribute-type errors, but they point to different APIs and different data shapes." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing `vocab_size` in Gemma3Config is unrelated to `Llama4Config` missing `pad_token_id`." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Different training/inference bugs: Bart generate-time mask initialization vs tensor-parallel training bug." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs propagation has nothing to do with Qwen3.5 variable-length `position_ids` handling." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "Different domains: missing encoder weights vs a training-loss bug in PPFormulaNet." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python/import problems, but the causes are different: compiled-file execution vs `torch.jit.script` parsing on Python 3.13." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "No shared underlying bug: cache update no-grad decorator vs broad import errors after version upgrade." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training/optimizer-state corruption is unrelated to a typo in cache strategy docs or enums." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both touch loading/serialization, but sorted state_dict loading and Gemma pipeline roundtrip on `\u2581` are different issues." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated: optimizer argument handling vs import-time `Trainer` failure due to `datasets`." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are Qwen3.5 loading issues, but one is missing encoder weights and the other is a MoE `from_pretrained` regression." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Both are vision/detection-flavored, but one is Qwen3-VL bbox output behavior and the other is RTDetrLoss matching infeasibility." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Different failures: Bart generate-time `decoder_attention_mask` bug vs tokenizer loading regression." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Shared bbox vocabulary only; one is a user-facing Qwen3-VL output issue, the other is a flaky bbox-range test." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM while loading a large Qwen model." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different config/load problems: sorted state_dict loading vs a missing `deepstack_visual_indexes` field in Qwen3.5 vision config." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Both are model-output/config issues, but CLIP attentions and patchtsmixer `post_init` 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": 27, + "review_unit_index": 61, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:47110", + "issue:47317" + ], + "soft_pairs": [ + "issue:41669|issue:44246", + "issue:42890|issue:45561", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:43502|issue:44062", + "issue:43525|issue:47317", + "issue:45125|issue:45375", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:45071|issue:47317", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43576|issue:46132", + "issue:43874|issue:46617", + "issue:45850|issue:47110", + "issue:30333|issue:33453", + "issue:30990|issue:31795", + "issue:44355|issue:44749", + "issue:43010|issue:43232" + ], + "prepared_review_unit_hash": "51aceb1a850c8f7f88fa5aecc5448363a3903585bc3887a5791210e9e1ae14f6", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36591, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair looks like a true duplicate: import-time slowdown caused by heavy model import side effects. The other pairs are mostly same-surface-area but different bugs or unrelated regressions.", + "confidence": 0.88, + "canonical_issue_reason": "issue:41669 is the better canonical issue because it identifies a concrete root cause (import * in models) and a measurable regression, while the paired issue is just a symptom report about slow imports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the strongest issue to anchor the cluster because it is specific, actionable, and likely explains the duplicate symptom in issue:44246.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying problem: importing transformers is slow because model imports do too much work; one reports the root cause, the other the symptom." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both concern tests, but they are different failures in different files and different code paths." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "One is about cache/layer update methods needing no_grad; the other is a Python version compatibility problem." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Generic model loading error versus a specific Qwen3.5 save_pretrained regression; different concrete bugs." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "The second is a broad complaint about many breakages, not the same concrete update-method bug." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch import missing error and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both mention MoE/Qwen-like areas, but one is FP8 save_pretrained and the other is tensor-parallel metadata; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP changes, but they describe different structural regressions." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different models and different functional defects; no shared code-path evidence." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols with no evidence they share the same root cause." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is tensor-parallel planning and the other is a from_pretrained load failure; too broad to merge." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage and AddedToken argument handling are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Pad token config error and a training-loss bug are different failures." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5 config issues, but they are about different missing fields and should be tracked separately." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "A flaky SAM HQ integration test and a GraniteSpeech CI device-override failure are not the same issue." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test flakiness and a multimodal model loading failure are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization cleanup behavior and video processor frame semantics are different subsystems." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash in serving and trust_remote_code cache file lookup are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "Type-checking regression and a training-loss bug are not the same code-path problem." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer-loading regression and checkpoint reload failure after upgrade are distinct load-path issues." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Memory regression under int4 quantization is unrelated to checkpoint reload compatibility." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No_grad decoration for cache updates and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing exported class import and cache FileNotFoundError are different failures." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network calls and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken env CLI and changed AttentionInterface.register behavior are different issues." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-patch helper and trust_remote_code cache loading failure are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "Broad version complaint and a special_tokens attribute error are not the same concrete bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed jobs and tokenizer loading regression do not match." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and doc confusion in model.forward are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slower data filtering after upgrade are different problems." + }, + { + "left": "issue:43502", + "right": "issue:43232", + "accept": false, + "reason": "Network access with local_files_only and generation kwargs sync_gpus handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the only accepted soft pair (issue:41669 \u2194 issue:44246) is a conservative duplicate call based on the shared import-time slowdown symptom with a concrete root-cause issue. The remaining pairs are appropriately rejected as same-surface-area but different bugs or unrelated regressions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:46664|issue:46726", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:42757|issue:43576", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44038|issue:45125", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:44230|issue:46095", + "issue:45375|issue:47110", + "issue:45362|issue:45850", + "issue:44485|issue:44961", + "issue:44961|issue:45468", + "issue:43525|issue:47110", + "issue:43673|issue:44492", + "issue:44315|issue:46209", + "issue:43352|issue:44961", + "issue:43867|issue:47110" + ], + "prepared_review_unit_hash": "70b21aa9a0d81be23c1ac3f3edc0e4d2f8aa9015dfe44a2de44eb9f142cab2ba", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36087, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions, import errors, model-loading failures, and docs/CLI issues. The soft-similarity links are mostly false positives; none look like the same concrete bug/change. If one issue must represent the cluster, the broad v5-breakage complaint is the closest umbrella.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45850 is the broadest umbrella for the shared \u2018v5 breaks many models\u2019 theme, but it is still too generic to be a true duplicate target for the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best cluster representative because it captures the cross-cutting version-5 regression theme better than the more specific model/import/CLI bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Different bugs: video processor frame-count semantics vs missing-vision-backend image processor error." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 loading regressions, but they affect different model families and failure modes; too broad to merge." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only network access bug is unrelated to FP8 MoE save_pretrained behavior." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training failures." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Runtime UnboundLocalError in generate() is unrelated to forward documentation confusion." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing pipeline() and an unrelated placeholder issue are not the same underlying bug." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both mention loading regressions, but they concern different code paths and model families; no concrete duplicate evidence." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Closely related RoFormer issues, but one is kwargs propagation and the other is attention-interface usage; not the same exact bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8/MoE-related, but one is save_pretrained and the other is inference support." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing symbols with no indication of the same export breakage." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to the unrelated placeholder issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors are not the same as PretrainedConfig type-checking regressions." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI env command breakage is unrelated to PretrainedConfig typing." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env breakage and missing Qwen2.5-VL export are different code paths." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "huggingface_hub import failure is not the same as the transformers env CLI regression." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both involve CLI-ish behavior, but one is a transformers env command issue and the other is a huggingface_hub completion API mismatch." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion around forward arguments is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen3 MoE, but one is a broad model-loading bug and the other is missing tensor-parallel plan metadata." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and text-classification docs mismatch are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 vision output attribute error is unrelated to trust_remote_code cache loading." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing exported symbol and cache FileNotFoundError are different failure modes." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel/model_init issue is unrelated to the DSA indexer/ReLU discussion." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support and weight-conversion-script question are not the same bug." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field in Qwen3.5-MoE vision is unrelated to special_tokens being a list instead of a dict." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5-35B chat crash is a specific model bug, while the other is a broad meta-complaint about v5 breakage." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and an unrelated placeholder issue do not match." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No relation between the placeholder issue and Gemma-4 audio positional encoding." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config missing pad_token_id is unrelated to special_tokens handling." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to a cache-strategy typo." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and FP8 inference on B200 are different performance/compatibility issues." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Nemotron Flash Attention support and an unrelated placeholder issue are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "State-dict sorting load error is unrelated to special_tokens keys/list mismatch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 63, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059", + "issue:47176" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44485|issue:46664", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:45381|issue:46664", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:43572|issue:45850", + "issue:44466|issue:44556", + "issue:44077|issue:44861", + "issue:43576|issue:44556", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44492|issue:45850", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44492|issue:46328", + "issue:42890|issue:44908", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:44655|issue:44861", + "issue:41669|issue:44351", + "issue:43976|issue:46218", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:46018|issue:46172", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43576|issue:44273" + ], + "prepared_review_unit_hash": "94abee4a01b43082aa2136d005f3a5cf6ddef7596c169e9bdc25a7d036108d18", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39090, + "estimated_input_tokens": 9773, + "estimated_eval_tokens": 19802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes many unrelated v5-era regressions, model-specific bugs, CLI/import issues, and test failures. The only commonality is very broad \"Transformers 5.x is broken\" sentiment, not a single underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": "If forced to pick one anchor, issue 45850 is the broadest umbrella for the shared v5-breakage theme, but it is too generic to be a clean canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the best available representative of the loose cluster theme because it is the most general report of widespread v5 regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy-loading/import behavior vs TensorBoard-without-TF backend error; different bugs." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE math issue vs SmolVLM video-frame meaning/padding issue; unrelated models and code paths." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific processor save_pretrained file omission vs an unspecified bug report." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading performance/correctness vs unsafe sys.modules access in modeling_utils; different failures." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs SmolVLM video processor padding/num_frames bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance regression vs GenerationMixin cache missing during chunked_prefill; not the same defect." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is specific; 45850 is only a broad umbrella complaint." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen3-VL issues: 2D box output error vs infinite loop on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model-specific output bug vs global PretrainedConfig type-checking regression." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is distinct from a generic v5 breakage report." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Serialization of tied weights depends on device vs checkpoint reload failure after upgrade; related area but different bug." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init policy issue vs AttributeError in tied-weight-key handling; different code paths." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken transformers env CLI vs checkpoint reload incompatibility; not the same underlying issue." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API migration guidance vs a typo in cache strategies; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 breakage complaint vs HF Hub CLI completion attribute error in tests." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Documentation typo vs broad version-breakage umbrella." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness vs lazy loading malfunction; could be adjacent, but not clearly the same bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Sam3 model-type warning vs Liger Kernel not applied with model_init; distinct problems." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time performance from import * vs missing Qwen3_5 symbol export/import failure." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing seed vs inverse_sqrt scheduler ignoring kwargs; different subsystems." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility regression vs Qwen3-VL box-output bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs generic bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer_class mismatch in saved config vs generic bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs propagation vs scheduler kwargs handling; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage vs scheduler timescale bug." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Broken env command vs command-substitution allowlist bypass; different security/CLI issues." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs PretrainedConfig type-checking regression." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance regression vs a small testing_utils bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue vs tied-weight-key AttributeError; different save/export paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star slowdown vs missing HybridCache export/import; not the same defect." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python support regression vs missing Qwen3_5ForCausalLM import." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args vs tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python-version compatibility vs shell-operator allowlist bypass." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating logic vs tensor transpose bug; not the same change." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs SmolVLM video padding calculation." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application bug vs flash_attention_3 training degeneration; different mechanisms." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation issue vs shell command substitution security bypass." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI vs lazy loading malfunction; adjacent v5 complaints but not one 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": 27, + "review_unit_index": 64, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43717", + "issue:43976", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45850", + "issue:46095", + "issue:46144", + "issue:46218", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:43298|issue:46095", + "issue:45468|issue:46894", + "issue:45230|issue:45310", + "issue:43976|issue:47177", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44485|issue:45468", + "issue:44861|issue:47110", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:43606|issue:45468", + "issue:42913|issue:43066", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:43618|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230", + "issue:43717|issue:46144" + ], + "prepared_review_unit_hash": "36f11f9aac67352be2e15b62b89ab192ed723469e12e2bebd4bfed47c182a1f3", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 45, + "serialized_chars": 39769, + "estimated_input_tokens": 9943, + "estimated_eval_tokens": 20142 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs are only loosely similar by vocabulary and refer to different models, code paths, or even unrelated subsystems. I found no safe duplicate merges.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue is safe here; the items span unrelated topics (flash-attention, tokenizer v5, loading, CLI, security, training, audio, etc.), so the apparent matches are mostly surface-level.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is globally representative enough to anchor deduping. If forced, the broadest titles are still too vague to be reliable canonicals.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support vs a from_pretrained weight-conversion question; unrelated request types." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Both mention audio, but one is Gemma-4 positional encoding and the other is a CohereASR training-loss shift bug; different code paths." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic placeholder bug report vs a specific Qwen3.5 MoE from_pretrained error; not the same issue." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility issue vs a shell-command injection/security bug; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different models and bugs." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation bug vs command-substitution allowlist bypass; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure vs inverse_sqrt scheduler kwargs handling; unrelated subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math vs scheduler kwargs plumbing; no shared underlying bug." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward args vs a Llama 3.2 model-loading regression; different problems." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env CLI command vs import failure for a model class; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance issue vs VRAM leak in multithreaded dataloading; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Both are model-specific positional/attention work, but for different models and implementations; not the same bug." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weights helper crash vs special_tokens dict/list misuse; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad version-breakage complaint vs tar/zip slip RCE; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad version-breakage complaint vs shell-operator allowlist bypass; unrelated." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in threaded dataloaders vs GLM-5 RoPE implementation; different code paths." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings API guidance vs VRAM leak bug; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash-Attention support gap for Nemotron vs a filesystem-to-RCE security issue; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network regression vs Qwen3VL timestamp bug; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU-offload device mismatch for suno/bark-small vs Gemma-4 audio positional encoding; both audio-adjacent but different failures." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both are tokenizer v5 complaints, but one is generic behavior drift and the other is a specific decoder-type bug; too broad to merge." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "General 'v5 breaks many models' complaint vs a specific import failure; not the same underlying issue." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp calculation vs missing files on save_pretrained; unrelated processor bugs." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in a MoE indexer vs Gemma-4 audio positional encoding; unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weight-key crash vs CLI test failure with huggingface_hub; unrelated." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak bug vs a testing_utils issue; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash-Attention support request vs import failure for Qwen3_5ForCausalLM; unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Different import errors for different symbols; no shared root cause established." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2LMHeadModel-specific Flash Attention 2.0 support request vs a generic Flash Attention 2.0 issue title; too little evidence they are the same bug/change." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights helper crash vs chat-template crash on tool-call messages; different code paths." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated placeholder 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Completely unrelated placeholder issue vs a security vulnerability." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Completely unrelated placeholder issue vs a shell-operator bypass vulnerability." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies vs unrelated placeholder issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 model support request vs missing files in processor.save_pretrained; unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both concern Flash Attention 2.0 support, but for different models and likely different implementation gaps; not clearly the same fix." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained loading vs an ImportError for layer_type_validation; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "One is FP8 support for Qwen3-VL/Qwen3.5 MoE, the other is a from_pretrained regression; not the same bug." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder_attention_mask error vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on failed training vs slow from_pretrained loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance problem loading checkpoints vs documentation confusion about forward inputs; unrelated." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support vs FP8 support request; different features." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights usage vs RoFormer attention interface; unrelated model internals." + } + ] + }, + "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": 27, + "review_unit_index": 65, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-528", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "137f4f87c0ef24e94e3ec04d11e1f8d3bdef013d00888167f256d9a253af98fb", + "component_budget": { + "node_count": 528, + "item_count": 528, + "soft_pair_count": 1949, + "serialized_chars": 1009956, + "estimated_input_tokens": 252489, + "estimated_eval_tokens": 505234 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 11, + "serialized_chars": 7774, + "estimated_input_tokens": 1944, + "estimated_eval_tokens": 4144 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are not duplicates; they cover unrelated bugs and cleanup across different models/components (norms, tokenizers, loss kwargs, config typing, quantization typo, MoE gating, and attention plumbing). The cluster looks like loose semantic similarity rather than one underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue fits this cluster because the topics are unrelated; if forced, issue 42936 is one of the more concrete bug reports, but it does not represent the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42936 is the most concrete standalone bug report in the set, but it is not a good global representative because the other issues are on different code paths and model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different model bugs: Mask2Former ignore_value handling vs DeepSeek-V4 shared expert gating. No shared code path or same fix." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Config type-hint typo vs tokenizer regex warning regression. These are unrelated maintenance/behavior issues." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage and loss-function kwargs plumbing are separate bugs in different parts of the training stack." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss kwargs not forwarded vs RoFormer attention interface usage. Distinct subsystems and fixes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Model-specific ignore_value bug is unrelated to a global tokenizer warning after a version bump." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss masking issue and RoFormer attention interface issue are unrelated model implementations." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2Former runtime bug and a quantization attribute typo are not the same underlying problem." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT config type annotation error vs a quantization typo; both are typos but in different symbols and code paths." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-kwargs forwarding bug is unrelated to a config type-hint mistake." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS norm implementation question vs ModernBERT norm_eps type hint; different models and different defects." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value bug and ModernBERT config typing issue do not share the same code path or fix." + } + ] + }, + "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": 27, + "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": "946ba167013f470c5dc3c45fde6562de8455f3013656143f27e597fe1a2573c5", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2876, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are about unrelated topics: tokenizer truncation behavior, a ReduceLROnPlateau-style training feature, and Wav2Vec2 word time offsets. None looks like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue among these: the cluster is not a duplicate set, and the issues describe distinct feature requests/problems.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete and self-contained report, but it is still unrelated to the other two and should not be treated as their duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requested behavior: truncation strategy vs Wav2Vec2 word boundary timing." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Completely different feature requests: text truncation option vs learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared bug/change path; one is about training scheduler behavior, the other about extracting word offsets from speech models." + } + ] + }, + "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": 27, + "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": "b90dd86c7dcec97ff7e399dc76320e66b2418c49f3948fad111074e71b8fcdb0", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three issues are only loosely related by model loading/tokenization in Transformers, but they do not appear to describe the same underlying bug. Issue #16618 is the broadest model-loading report, while #15980 is an auth/error-message case and #13244 is a TAPAS tokenization discrepancy.", + "confidence": 0.79, + "canonical_issue_reason": "#16618 is the most general and central issue in the set, describing a concrete model-loading failure rather than a narrower symptom like error messaging or tokenizer mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best representative because it is the broadest and most directly about model loading, but the cluster is not strong enough to treat the others as duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "These concern different problems: TAPAS tokenization mismatch versus a model loading failure for bert-base-uncased. Shared NLP/model context is too broad to indicate the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention downloading/loading models, but one is specifically about a bad error message for private models without login, while the other is a generic failure to load bert-base-uncased. Different underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 27, + "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": "658b63e3247bd15d36afd8eadf8db9de89bf8dcc3b95bfd64c990dccb2128831", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated community feature requests: one for Flash Attention 2 support and one for GGUF support across more architectures. They share only broad implementation-tracking similarity, not the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities and code paths (Flash Attention 2 vs GGUF architecture support); not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 27, + "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-27088-10", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:47299", + "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:47299", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", + "issue:46222|issue:46226", + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" + ], + "prepared_review_unit_hash": "a27d89a732e4b19eff3087f0f1efdb78315a72d39256034e01019e586ca3ea05", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18663, + "estimated_input_tokens": 4666, + "estimated_eval_tokens": 9588 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18663, + "estimated_input_tokens": 4666, + "estimated_eval_tokens": 9588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a mix of distinct i18n translation requests and some repeated/template-like placeholder issues. The only clear duplicate set is the generic placeholder trio with the exact same title; the language-specific translation requests are not duplicates of each other.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43834 is the earliest clean placeholder/template issue and best represents the exact duplicate trio with the same title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the best representative of the duplicated template-based issue set; the other real-language translation issues should remain separate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation targets; same template body is not enough to make these the same issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish vs generic placeholder issue; not the same underlying translation request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Specific Turkish docs translation is distinct from the generic placeholder issue." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "Different language/content; no clear evidence these are the same task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are separate issues." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish translation requests are different work items." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request is distinct from the generic template issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish and generic placeholder issues are not the same underlying request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Distinct language-specific request vs generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request is not the same as the generic placeholder issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Distinct translation request; shared template text is insufficient." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation issue and placeholder issue are not duplicates." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "No clear indication these are the same issue; titles differ substantially." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "These look like different Thai-language posts; not clearly the same underlying report." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder title and near-identical template content; clearly duplicate issues." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder issue; no meaningful difference beyond separate filing." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Both are malformed/placeholder-like, but the titles are not the same issue and the underlying request is unclear." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Different title/content; similarity appears to come from a shared template, not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "No evidence these malformed titles refer to the same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Thai text issue and generic placeholder issue are not clearly duplicates." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder/template issue; duplicate filing." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Different malformed titles; not enough to merge as the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Shared template similarity only; titles/content do not show the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "These do not appear to be the same task or report." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different Thai-language content; not clearly duplicates." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Placeholder-like titles but not the same specific issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Not clearly the same issue; only generic template similarity is visible." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different titles and no shared concrete bug/change." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "The Thai text issue is distinct from the generic placeholder issue." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Both are malformed/oddly titled, but there is no concrete proof they represent the same report." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue vs Thai text issue; not the same underlying item." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Same broad i18n/translation theme, but not the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "No clear duplicate relationship beyond loose similarity." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Very similar Thai phrasing, but not enough evidence to treat as the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Titles are too different to confidently merge as duplicates." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Similar malformed style, but no concrete same-issue evidence." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Not enough shared concrete content to justify duplicate status." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: issues 43834, 44365, and 44370 do share the exact same placeholder title and look like the only clear duplicate set. The language-specific translation requests and the Thai-titled issues are kept separate, which is appropriately conservative given only soft similarity evidence. Soft-edge verdicts do not overstate duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-21", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:42954", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653", + "issue:47004" + ], + "soft_pairs": [ + "issue:36718|issue:47004", + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36817|issue:42954", + "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:42954", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:42954|issue:43671", + "issue:42954|issue:45177", + "issue:42954|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "56815405a422264536074d255d589ca98f0a45977483c652a5648712da2f1076", + "component_budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "budget": { + "node_count": 21, + "item_count": 21, + "soft_pair_count": 48, + "serialized_chars": 28616, + "estimated_input_tokens": 7154, + "estimated_eval_tokens": 14564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a loose collection of model/feature requests that are textually similar but refer to different models, modalities, or architectural changes. I do not see true duplicates among them, so all soft edges should be rejected. There are no PRs in the set.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46133 is the most complete and well-discussed request in the set, so it is the best representative anchor if one issue must be chosen, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "46133 has the richest context and discussion, making it the strongest issue to keep as the representative record for this similarity cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Keypoint matcher vs keypoint detector/matcher are different model requests, not the same change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa matcher and MiniCPM3 architecture are unrelated tasks." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are different model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "A config update for EuroBert is not the same as adding RF-DETR." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config and XiaoMi MiMo are different models with no shared code path shown." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate vision models." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio target different model families and modalities." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vs weight-sparse transformer is not the same implementation change." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different tasks and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model integrations." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and a sparse-transformer request are unrelated changes." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture and Qwen3-ASR are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture and weight-sparse transformer support are different changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model integrations." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture and Voxtral TTS support are unrelated model requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models and modalities." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated model additions." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different requests." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are separate model additions." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Generic BERT-like RoPE support and Voxtral TTS support are not the same underlying change." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only superficially." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE support and XiaoMi MiMo are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "RoPE support request and a user-name issue are clearly unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and a person-name issue are not duplicates." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR share a family name but are different modalities and implementation targets." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and sparse-transformer support are different code paths." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related but not the same model or change." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and sparse-transformer support are unrelated." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are distinct requests." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio and Granite SWA+sink support are different model/code changes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE are not the same underlying feature." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different domains." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are separate vision-language model requests." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and a name-only issue are not duplicates." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and a person-name issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 27, + "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": "9acac02c89e623b1165704c8416c2257b302b3c0479d3f467870a4b2e55acc55", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1504, + "estimated_input_tokens": 376, + "estimated_eval_tokens": 1008 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add `pruna` as an optimization framework, while the other is a Vision RoPE refactor. There is no duplicate or same-underlying-bug signal here.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46443 is the more concrete technical work item; #38740 is a documentation/request-style issue and not the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 is the best representative of the cluster only because it is the substantive code-change topic; the cluster itself does not form a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different domains and intents: docs/framework listing versus Vision RoPE refactor. They do not describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 27, + "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": "514f48fb049fcc94efe4d7443ca5536128db78b777950be50bc3f9ce571da0b6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like duplicates: one asks for block decoding support, the other requests DeepSeek v3.2 support. The only similarity is a broad LLM/runtime context, which is too weak to merge them.", + "confidence": 0.93, + "canonical_issue_reason": "issue #43037 is the more specific and actionable request; #41084 is too terse/ambiguous to serve as a strong canonical anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "#43037 is the best representative if one must be chosen because it clearly states the target model/version and the scope of the request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: 'Set Block Decoding' is a decoding/feature change, while 'DeepSeek v3.2 support' is a model-support request. No shared targets/files or evidence of the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "5454ef04d14059b9cfd9c41b4ec70e5b72805efdf7857cb58f0419d913daab66", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated feature requests: one asks for a `from_pretrained()` flag for FLCE/LigerFusedLinearCrossEntropy, while the other proposes integrating TiledMLP for lower memory use. They do not describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical duplicate: issue 41306 is about exposing an FLCE flag in `from_pretrained()`, while issue 41826 is about adding TiledMLP support; they target different components and different changes.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must be kept as the cluster representative, 41306 is the more concrete, narrowly scoped API request. 41826 is a separate architecture/integration feature request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different feature requests in different areas of the model stack; no shared bug or mergeable code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 27, + "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": "5f6fb9ab439a02e049e9ed0d50994bd55396626bbbf4584d1e4d3dab9e1284e5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate Trainer-related feature requests: one about making `remove_unused_column` more customizable, and one about FLOPS estimation for custom trainers. They share a broad area but not the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue 43598 is the better representative of the cluster because it is a concrete Trainer behavior/customization request and is the broader of the two topics.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 43598 is the strongest issue candidate for the cluster since it targets a specific Trainer control-flow customization problem rather than a narrower accounting concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different problems: one is about column-pruning customization in `Trainer`, the other is about FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 27, + "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": "6319df1281d1e0517c440ba43cc65667740cdec7ba12295aba45b15525708b99", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different Qwen model support requests: one asks for Qwen3-Omni auto-class registration, the other asks for sequence-classification support for Qwen3.5. They are related only at a very broad theme level, not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 43684 is the broader, more central request: it targets core AutoModel registration plumbing for Qwen3-Omni, while 44405 is a separate task-specific support request for Qwen3.5 sequence classification.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the better representative issue for the cluster because it reflects the main framework-level missing registration problem; 44405 is narrower and concerns a different model family and task.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different capabilities: Qwen3-Omni auto-model registration vs Qwen3.5 sequence-classification support. They do not appear to be the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "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": "20740f9652a57766b206d0ffc0065cff55a52053e601c24f48fef41f202fad4a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the same placeholder title \"huggingface\", but the evidence is too thin to confirm duplicates, so all pairwise soft edges should remain unaccepted. The \"Fett\" issue looks unrelated. No PRs are present.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43845 is a reasonable canonical choice as the earliest of the identical-title \"huggingface\" reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue representative because it is the earliest of the matching-title reports, but the cluster is not strong enough to treat the others as confirmed duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete shared bug details beyond generic similarity." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no evidence they describe the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" does not match the \"huggingface\" reports and lacks common context." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same title, but only placeholder-level similarity is visible; not enough to confirm a duplicate." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title and close timing, but no concrete report details tie them to the same bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title alone is insufficient here; there are no shared specifics to justify merging them." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary is partly grounded (three issues share the same title), but the soft-edge verdicts overstate the evidence. The packet\u2019s deterministic_accept is false for all pairs, so marking 43845-43846, 43845-43859, and 43846-43859 as true is not conservative enough. The canonical-issue choice of 43845 is fine as the earliest of the similar-title issues, but the duplicate conclusions should remain unaccepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 27, + "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-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "4e3f4d8deae0f2359307d1d45e7744f01ce029a1c0ccfac8d471e7940b19d972", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7361, + "estimated_input_tokens": 1841, + "estimated_eval_tokens": 3938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-signal spam/placeholder issues with no concrete bug reports; the titles and bodies are too thin to justify merging any pair as true duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44371 is the earliest clear placeholder/spam report and is representative of the repeated '' entries in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44371 is the best representative because it is an early, generic spam placeholder with no unique technical content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders, but there is no evidence of the same underlying bug or a concrete shared report beyond the title token." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: near-identical placeholder titles, but no substantive description or common bug context to confirm duplication." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a '' placeholder and the other is a documentation-suggestion title; they do not describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "The titles point to unrelated spam/marketing-like content rather than the same concrete problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different placeholder/marketing-style titles with no shared technical symptom or explicit linkage." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement suggestion and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "These titles describe different kinds of low-content reports, not one shared bug or request." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are '' titles, but the available evidence does not show the same report or a concrete shared defect." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "No shared technical content; one is spam-like, the other is a community benchmark tip." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated and do not indicate the same bug or change." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "No evidence of a common underlying issue; the subject matter differs completely." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "These are different low-information reports with no shared concrete code-path or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 27, + "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": "d9c47650803e07b8f0029f3507580e8cec7c39678bda7b11c2eff30da33925f0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and strong metadata similarity, so they are likely duplicates and should be clustered together, with the earlier issue as the canonical representative.", + "confidence": 0.87, + "canonical_issue_reason": "#45145 is the earlier issue and shares the same title and close overall metadata with #45151, so it is the best canonical issue for the likely-duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the cleanest representative because it was created first and appears to describe the same report as #45151.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Likely duplicate pair: the titles are identical and the available metadata is very similar, though the packet does not expose the bodies or prove the scope is identical." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster is plausible, but the analyst overstates the evidence. The packet supports identical titles and strong soft similarity, but it does not show the issue bodies or any direct proof that the content is \"indistinguishable\" or that there is \"no evidence of different scope.\" Also, the pair was not deterministically accepted. The soft-edge verdict should be phrased more conservatively as likely duplicate, not certain duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "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": "160725403da8121f4fb70f0070ebe8fd0725997a6bd55ae5d1fa76edea5d191c", + "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 unrelated personal-name titles and no body/context. They do not appear to report the same problem, so this is not a duplicate cluster.", + "confidence": 0.96, + "canonical_issue_reason": "No issue contains meaningful problem details; the titles refer to different names and birthdates, so neither is a clear canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is better as a canonical report because both lack any substantive description or technical content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles reference different people and dates, with no shared bug description or explicit linkage, so they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "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": "0911b53d6b0ee90d340e3e839b8169f22ba171c709f9c560304a33c44000e1f1", + "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 two closed issues with only person-name/date titles and no body or linkage evidence. They do not appear to describe the same bug or request, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "Neither issue has any description, references, or shared technical content; the titles are just distinct names/dates, so there is no clear canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a canonical representative because the items do not appear related beyond superficial title similarity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The titles are different personal-name/date entries with no body or technical context, so they do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "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": "a22e82481cbee27b0ad571d393fb6ecad981ef43ffcf2de5bc28685b11c74a7d", + "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/value-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 feature request, with a concrete model-class addition and specific intended use; issue 46295 is about broader training-format support and is not a duplicate of it.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is the best canonical issue because it is narrowly scoped and specific about the requested API/model addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different subjects and code paths: adding a Qwen3_5 token-classification/value-model class versus enabling FP8 training support. The overlap is only in being feature requests, not in the underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "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": "b8501b438bdc23bb2c2d628b19aeb0e51aad5bd90fa728f0d0b88307960a85ba", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5728, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two likely duplicate issue pairs stand out: 45870/45871 share the same title and very high similarity, and 45872/45873 also share the same title and very high similarity. 45869 looks separate and is not the same request as either pair.", + "confidence": 0.86, + "canonical_issue_reason": "45870 is the best canonical issue overall because it is the earliest item in a likely duplicate pair with identical title/high similarity. 45872/45873 appear to be a separate likely duplicate pair, and 45869 is distinct.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest representative issue among the set: it is the earliest of the high-similarity 'Example: Financial time series prediction with DataForge' pair. The other similar-looking items form a separate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related finance theme, but different request: a dataset bundle versus a prediction example. Similar topic only." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related finance theme, but different request: a dataset bundle versus a prediction example. Similar topic only." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and very high similarity; likely duplicate pair, though the packet does not prove they are exact duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request: prediction example versus prediction plus scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request: prediction example versus prediction plus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete request: prediction example versus prediction plus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete request: prediction example versus prediction plus scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and very high similarity; likely duplicate pair, though the packet does not prove they are exact duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping is directionally reasonable, but it overstates the evidence. The packet only shows identical titles and soft-similarity scores; it does not prove the pairs are exact duplicates. Please soften the verdicts to conservative language like \"likely duplicate\" or \"same title / high similarity,\" and avoid claiming \"exact duplicates\" or \"same issue\" as a certainty." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "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": "1f6856ee907373c77ab89cb996f63d438482cbde6a9aefbcf95954e463d08fff", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to static-cache behavior around linear-attention/Qwen3.5, but they describe different failure modes: one corrupts shapes during `early_initialization`, the other raises a `KeyError` for `linear_attention`. They are close enough to cluster conceptually, but not the same underlying bug with high confidence.", + "confidence": 0.82, + "canonical_issue_reason": "Issue #46439 is the better canonical issue because it describes the broader/root-style failure mode in static cache initialization affecting linear-attention layers, with a concrete shape corruption leading to runtime error.", + "canonical_pr_reason": null, + "best_issue_reason": "#46439 is the strongest representative for the cluster since it states the more general mechanism (`early_initialization` corrupting linear-attention layers) rather than only one model-specific `KeyError` symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both concern `cache_implementation=\"static\"` and linear attention, but one is a shape corruption/runtime error during initialization while the other is a `KeyError: 'linear_attention'`. The symptoms and likely code paths differ enough that they should not be treated 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": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "1ffcfb7b42abe1a775d676db246aa7b1a4e4327b9d65a5fe4fc2a029cf22937d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are near-exact duplicates: same title, same reported Wav2Vec2CTCTokenizer v5 bug, and identical text. The open issue is the better canonical/best issue because it is active and already has inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is open, has inbound references, and appears to be the active report for the exact same bug as #46551.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the strongest single issue to keep because it is open and already attracting discussion/references for the same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying tokenizer bug; the bodies appear identical, so this is a true duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both issues have the same title, equal body length, and a soft-similarity Jaccard of 1.0, with #46552 open and carrying inbound references. The duplicate/canonical choice is conservative and well supported." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "27a2b7532412db58a32de723ec7ef0efbb7599aba9dd09e17a324a9ac4c1e730", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different failure modes: one reports a tensor size mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2. They share only a broad training context, not the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:46657 is the more concrete and actionable report, with a specific tensor-shape mismatch error; issue:46692 describes a different symptom (OOM over time) and does not look like the same defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46657 is the better cluster anchor because it is a precise bug report with a clearer failure signature, whereas issue:46692 appears to be a separate memory-pressure problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptoms and likely different root causes: tensor shape mismatch vs. gradual out-of-memory during training. Shared training context 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": "issue", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "b5dedd02e20e32d959caf785cad1fe952e71cec36724e578281401f0550b1e88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1674, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely related by model-loading failures. One reports a ZeRO-3/zero.Init partitioning bug for a composite multimodal submodule causing OOM, while the other reports 4-bit + device_map='auto' incorrectly dispatching to CPU despite sufficient memory. They involve different code paths and failure modes, so they should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 46822 is the stronger canonical issue: it is a specific, actionable loading/partitioning bug with a clear affected component (ZeRO-3 zero.Init and a composite submodule) and an explicit failure mode (OOM on multi-GPU load).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the best representative for this cluster because it is the more concrete and durable bug report; 46823 is a separate quantization/device-map issue and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Reject: both are model-loading failures, but they stem from different mechanisms and code paths. 46822 is about ZeRO-3 partitioning of a composite submodule causing OOM; 46823 is about 4-bit device_map/max_memory dispatching to CPU and raising ValueError. They are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 27, + "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-46906-18", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969", + "issue:46985", + "issue:46998", + "issue:47037", + "issue:47049", + "issue:47053", + "issue:47091", + "issue:47102", + "issue:47120", + "issue:47182", + "issue:47227", + "issue:47256", + "issue:47265", + "issue:47279", + "issue:47309" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46906|issue:46985", + "issue:46906|issue:47037", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46940|issue:46985", + "issue:46940|issue:46998", + "issue:46948|issue:46969", + "issue:46948|issue:46985", + "issue:46948|issue:46998", + "issue:46969|issue:46985", + "issue:46969|issue:47037", + "issue:46969|issue:47091", + "issue:46985|issue:47037", + "issue:46985|issue:47049", + "issue:46998|issue:47053", + "issue:46998|issue:47037", + "issue:46998|issue:47049", + "issue:46985|issue:46998", + "issue:46998|issue:47091", + "issue:47037|issue:47049", + "issue:47037|issue:47091", + "issue:47037|issue:47053", + "issue:47049|issue:47053", + "issue:47049|issue:47091", + "issue:47053|issue:47091", + "issue:47053|issue:47102", + "issue:47091|issue:47102", + "issue:46985|issue:47091", + "issue:47037|issue:47102", + "issue:46985|issue:47102", + "issue:47049|issue:47102", + "issue:47120|issue:47182", + "issue:47120|issue:47256", + "issue:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47309", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47182|issue:47309", + "issue:47227|issue:47256", + "issue:47227|issue:47309", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47279|issue:47309" + ], + "prepared_review_unit_hash": "c4a147cd78480908c5a4b293786ec86e440047970d55ec3c4cd47c1dd77de279", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 54, + "serialized_chars": 29496, + "estimated_input_tokens": 7374, + "estimated_eval_tokens": 15004 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 54, + "serialized_chars": 29496, + "estimated_input_tokens": 7374, + "estimated_eval_tokens": 15004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like a dated series of recurring \"[serge] integration failure triage\" reports, not the same underlying bug/change. The similarity is mostly template/date-based, so I would not collapse them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#47309 is the only open and most current triage thread, so it is the best representative if one needs a current anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47120", + "right": "issue:47309", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Same triage template, but different dated reports; no evidence they describe the same underlying incident." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "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-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "060810d7f94c24ff1ead623b840993668bdefb02980a27b762b4845a184fc477", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1492, + "estimated_input_tokens": 373, + "estimated_eval_tokens": 1002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues with identical titles and highly similar bodies describe the same request to add RWKV7 model support, so they should be clustered together. Issue 46984 appears slightly better as the canonical representative because it has more discussion activity and is likely the more established thread.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 46984 is the better canonical representative: it has the same title, similar body, and more discussion activity, suggesting it is the more central thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46984 is the strongest issue in the cluster because it is clearly the same request and has the most engagement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same title and strongly similar content indicate the same underlying feature request for RWKV7 model support." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet: both items are closed issues with the same title, and the body similarity evidence is strong. The canonical choice of issue 46984 is also conservative, since it has slightly more discussion activity (2 vs 0). The soft-edge acceptance is supported by the available evidence and does not overstate certainty." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "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-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "ba78646b4969a270376f9f69fc3e23f3ecaa548e707568f0e1636a7a978e4ac6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1626, + "estimated_input_tokens": 407, + "estimated_eval_tokens": 1070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are thematically similar research-style writeups about AI-assisted vulnerability discovery, but they do not describe the same concrete bug, feature request, or actionable change. They look like separate discussion posts rather than duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #47015 is the broader, more direct framing of an AI-automated cybersecurity vulnerability discovery system, while #47007 is a lessons-learned style writeup about building such systems. If one must be chosen as the canonical issue, #47015 is the cleaner umbrella topic.", + "canonical_pr_reason": null, + "best_issue_reason": "#47015 is the best representative because its title most clearly captures the core subject without narrowing it to a retrospective angle. It is the better anchor for related discussion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They overlap in topic, but the titles and likely intents differ: one is a lessons-from-using-LLMs article, the other is a novel application/system concept. This is not enough to treat them as the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 27, + "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-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "51e296bb76ce92550ee93e51f39f67a676824ff215fc1d6dc47c745199101afd", + "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": "The two issues are effectively duplicates: same title, same likely body, same reported behavior, and no distinguishing metadata. Issue #47138 is the better canonical pick because it was created first and has slightly more inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "#47138 is the earliest report and has marginally higher inbound reference count, so it is the best canonical issue for this duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#47138 is the strongest standalone representative of this bug report because it appears first and is the most referenced of the two identical issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title and effectively same report text, with no evidence of different scope or behavior; these are duplicates of the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the issues have identical titles, identical body lengths, close creation times, and a soft-similarity score of 1.0. The canonical pick for #47138 is also supported by its earlier timestamp and slightly higher inbound references. The verdict is conservative enough for this pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-77", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46376", + "pull_request:46395", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46990", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47090", + "pull_request:47093", + "pull_request:47108", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47253", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47292", + "pull_request:47295", + "pull_request:47301", + "pull_request:47302", + "pull_request:47304", + "pull_request:47323", + "pull_request:47336", + "pull_request:47339" + ], + "soft_pairs": [ + "pull_request:43251|pull_request:43254", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:47268|pull_request:47284", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47204|pull_request:47243", + "pull_request:47077|pull_request:47078", + "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:47108|pull_request:47339", + "pull_request:47166|pull_request:47173", + "pull_request:46376|pull_request:47202", + "pull_request:47077|pull_request:47275", + "pull_request:44775|pull_request:47275", + "pull_request:46990|pull_request:47336", + "pull_request:46990|pull_request:47253", + "pull_request:47275|pull_request:47301", + "pull_request:46995|pull_request:47323", + "pull_request:46912|pull_request:47179", + "pull_request:47216|pull_request:47275", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47284", + "pull_request:47163|pull_request:47284", + "pull_request:46836|pull_request:47202", + "pull_request:47003|pull_request:47204", + "pull_request:46395|pull_request:47181", + "pull_request:47275|pull_request:47302", + "pull_request:47093|pull_request:47275", + "pull_request:46196|pull_request:47210", + "pull_request:46995|pull_request:47163", + "pull_request:47163|pull_request:47173", + "pull_request:46912|pull_request:47082", + "pull_request:44775|pull_request:47301", + "pull_request:47204|pull_request:47295", + "pull_request:46196|pull_request:46995", + "pull_request:47302|pull_request:47304", + "pull_request:47077|pull_request:47301", + "pull_request:44775|pull_request:47077", + "pull_request:46376|pull_request:46995", + "pull_request:46995|pull_request:47181" + ], + "prepared_review_unit_hash": "27ac682a84c9761c3417d4480afc32c13a7791225ea4bb8f1e2312370e721752", + "component_budget": { + "node_count": 77, + "item_count": 77, + "soft_pair_count": 215, + "serialized_chars": 267466, + "estimated_input_tokens": 66867, + "estimated_eval_tokens": 133990 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 46, + "serialized_chars": 122949, + "estimated_input_tokens": 30738, + "estimated_eval_tokens": 61732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated PRs. 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torch-light vs Executorch exporter code fixes; different concrete problems." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both are Japanese docs edits, but one adds DistilBERT docs while the other is a wording cleanup; not the same change." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Different subsystems: DINO conversion/model support vs DeepGEMM/FP8 kernel work." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "DistilBERT translation docs vs KV-cache documentation updates; unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Both are test adjustments, but for different models and different accelerator coverage." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47339", + "accept": false, + "reason": "Doc-builder comment cleanup vs benchmark workflow dependency pinning; different CI concerns." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test updates vs XPU expectation fixes; unrelated." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Continuous batching multimodal work vs docker builder removal; no shared code-path bug." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese docs translation vs new model support; unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47275", + "accept": false, + "reason": "N-D parallelism docs reshuffle vs EfficientViT-SAM model addition; unrelated." + }, + { + "left": "pull_request:46990", + "right": "pull_request:47336", + "accept": false, + "reason": "Both mention offloading/FSDP-adjacent behavior, but they fix different failure modes in different 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"pull_request:47302", + "accept": false, + "reason": "Model-support PR vs tokenizers docs wording/fallback docs; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47304", + "accept": false, + "reason": "Japanese translation docs vs MPS graph-cache docs; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47301", + "accept": false, + "reason": "Japanese docs translation vs assisted-decoding/MTP docs; unrelated." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47304", + "accept": false, + "reason": "EfficientViT-SAM model support vs MPS docs cleanup; unrelated." + }, + { + "left": "pull_request:47295", + "right": "pull_request:47301", + "accept": false, + "reason": "DiffusionGemma mask dtype fix vs MTP docs; unrelated." + }, + { + "left": "pull_request:47253", + "right": "pull_request:47336", + "accept": false, + "reason": "Tensor-parallel validation vs offloaded-model save logic; different features." + }, + { + "left": "pull_request:47302", + "right": "pull_request:47304", + "accept": false, + "reason": "Two separate doc-only edits with no shared underlying bug." + }, + { + "left": "pull_request:47323", + "right": "pull_request:47336", + "accept": false, + "reason": "DeepGEMM multi-device fix vs fully-offloaded save fix; different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-77", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46376", + 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false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 4, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-77", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:46509", + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47175", + "pull_request:47181", + "pull_request:47243", + "pull_request:47253", + "pull_request:47291", + "pull_request:47298", + "pull_request:47304", + "pull_request:47306", + "pull_request:47322", + "pull_request:47323", + "pull_request:47338" + ], + "soft_pairs": [ + "pull_request:47304|pull_request:47338", + "pull_request:47143|pull_request:47322", + "pull_request:43451|pull_request:47243", + "pull_request:43451|pull_request:47291", + "pull_request:47253|pull_request:47306", + "pull_request:40546|pull_request:43451", + "pull_request:43451|pull_request:47175", + "pull_request:47096|pull_request:47175", + "pull_request:47181|pull_request:47306", + "pull_request:43451|pull_request:47143", + "pull_request:43451|pull_request:47163", + "pull_request:47298|pull_request:47323", + "pull_request:43451|pull_request:46509", + "pull_request:43451|pull_request:47181", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47323", + "pull_request:47096|pull_request:47323", + "pull_request:43451|pull_request:47298", + "pull_request:43451|pull_request:47322", + "pull_request:47096|pull_request:47298", + "pull_request:43451|pull_request:47306", + "pull_request:43451|pull_request:47166", + "pull_request:47003|pull_request:47323", + "pull_request:47003|pull_request:47298", + "pull_request:47096|pull_request:47143", + "pull_request:47096|pull_request:47163", + "pull_request:47143|pull_request:47298" + ], + "prepared_review_unit_hash": "b60051c0c4deb3e71e475304f5b6d916c594c9daaf1a7a73a90c69572898740d", + "component_budget": { + "node_count": 77, + "item_count": 77, + "soft_pair_count": 215, + "serialized_chars": 267466, + "estimated_input_tokens": 66867, + "estimated_eval_tokens": 133990 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 29, + "serialized_chars": 53259, + "estimated_input_tokens": 13315, + "estimated_eval_tokens": 26886 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a set of mostly unrelated PRs that only look similar at a high level (new model support, exporter work, or CI/test maintenance). I did not find any true duplicates among the soft-edge pairs.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43451 is the most substantial and representative of the repeated 'add a new model package' pattern, with broad model-registration/docs/test/config changes. It is the best cluster representative, but it is not a duplicate of the other PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 43451 is the strongest representative artifact in this set because it is a full model addition with broad integration work; the others are narrower and clearly different changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47304", + "right": "pull_request:47338", + "accept": false, + "reason": "Docs-only MPS cache wording vs hub/xet read-only fallback handling; different problems and code paths." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47322", + "accept": false, + "reason": "NeuCodec model support vs Quark config class rename/update; unrelated functionality." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47243", + "accept": false, + "reason": "Molmo2 model addition vs Executorch exporter fixes; different subsystems and fixes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47291", + "accept": false, + "reason": "Molmo2 support vs continuous batching config deprecation; not the same change." + }, + { + "left": "pull_request:47253", + "right": "pull_request:47306", + "accept": false, + "reason": "Tensor-parallel validation fix vs Trainium LoRA experiments script; distinct changes." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are separate model additions with no shared bug/change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Model addition vs OLMo3 CI expectation update; test maintenance is not the same underlying change." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47175", + "accept": false, + "reason": "Kimi exportability fixes vs OLMo3 CI; unrelated code paths." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47306", + "accept": false, + "reason": "Cosmos3 Edge model support vs Neuron training experiment script; different work entirely." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Two different model additions; same general pattern, not the same artifact or bug." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Molmo2 model support vs XPU paged-attention test coverage; different scope and intent." + }, + { + "left": "pull_request:47298", + "right": "pull_request:47323", + "accept": false, + "reason": "MI450 image-loading/model-failure fix vs DeepGEMM multi-device fix; different hardware issues and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Molmo2 and Nemotron Omni are separate model integrations." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47181", + "accept": false, + "reason": "Different model additions; same broad area, but not the same change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model addition vs Kimi export support; unrelated PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support vs OpenVINO exporter support; 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They do not describe the same bug or change and should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:40755 is the broader, more feature-complete representative of its cluster: it changes core TimesFM modeling code, xreg utilities, docs, and tests for covariate forecasting.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:40755 is the most representative PR in this set, but the two PRs are not duplicates and solve different problems in different code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different model areas and different capabilities: TimesFM forecasting with covariates vs DINOv3 image classification support. No shared underlying bug/change or mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 33, + "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": "1bbf9dc577f31b426ce57c9714ba79afa0e74fe5d54ca4c0076dbedc8725e16c", + "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": "Both PRs are broad GitHub Actions dependency bump PRs, but they target different actions and different failure modes: one is about Node 24 compatibility for assorted workflow actions, the other is specifically upgrading docker/build-push-action to v6 in Docker-related workflows.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative because it is the broader workflow-action compatibility upgrade and covers more varied actions and workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest standalone candidate: it has the clearer compatibility-focused scope and the wider workflow impact.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "They are not the same underlying change. 42975 upgrades several GitHub Actions for Node 24 compatibility, while 42976 only bumps docker/build-push-action in Docker workflows; these could not be safely 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": 5, + "component_count": 33, + "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:45490", + "pull_request:46562" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:45490", + "pull_request:45490|pull_request:46562" + ], + "prepared_review_unit_hash": "811b460c9ebc6ef7d1376714e5aedf9d1ad1e991a0cab9d718b62c6fb3cab0dc", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13044, + "estimated_input_tokens": 3261, + "estimated_eval_tokens": 6778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model-addition efforts (ViT NEPA, Molmo, CTSM, Step3p7). The shared files are mostly framework plumbing and docs, not evidence of the same underlying fix, so none of the soft similarity edges should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45490 is the most central representative only in a graph sense: it has the broadest overlap with the other PRs and the highest review activity. It is not a true duplicate of them, just the best cluster anchor if one must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR 45490 is the best overall representative of the cluster because it is the most connected and most reviewed, but it still describes a distinct CTSM model addition rather than the same change as the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registry scaffolding is not enough to make them the same code change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model families and code paths: ViT NEPA vs CTSM. Similar auto-mapping/docs edits are generic model-integration work, not a shared bug fix." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model integrations with different implementation files, tests, and conversion code; not the same underlying change." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "Both are model integrations, but CTSM and Step3p7 are unrelated models with different files and behavior. The overlap is only in shared framework wiring." + } + ] + }, + "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": 33, + "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-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "74b862a421a064d9828c7d4921c21b7259abba0381e23c10036dbf0047c46451", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: Whisper/CLIP/ViT test edits, FP8 loading/dequant changes, generation validation, CI infrastructure, PHI-MoE integration tests, and YOLOS device-mismatch fixes. They are not duplicates of one another.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest standalone code fix in the set: it directly addresses a concrete YOLOS device-mismatch path and is more specific than the broader or test-only PRs, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different models and changes: Whisper tokenizer/test adjustments vs CLIP/ViT test edits. Same broad 'test' theme only." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test cleanup is unrelated to FP8 dequant/loading logic in a different subsystem." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer/test fix is unrelated to generation-config watermarking validation and generation utilities." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper tokenizer/test changes do not share the same bug or code path as YOLOS device-placement fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Test-only CLIP/ViT edits are unrelated to CI CPU-memory patching and Phimoe integration-test setup." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These touch unrelated areas: model test assertions vs FP8 dequant/loading internals." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Different scope and failure mode: model test tweaks vs generation validation bugfix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "CLIP/ViT test modifications are not the same underlying bug as YOLOS runtime device mismatch." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant/loading changes are unrelated to Phimoe CI resource-limit adjustments." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "Different code paths: FP8 quantization/dequantization vs generation config validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "These are different bugs: FP8 kernel/loading behavior vs YOLOS forward-pass/device-map handling." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation-config validation is unrelated to CI environment work for Phimoe integration tests." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "No shared underlying bug: generation watermarking validation vs YOLOS device mismatch." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI runner memory capping and YOLOS model device placement are unrelated changes." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": false, + "reason": "They share the same issue target and file, but 46922 adds an extra forward-pass device fix; the change sets are not the same underlying bug or mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "da87f5b31517d700a45e21c87c0456fa0152bfb73227bfd3ffe02ec190b8a7aa", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated '[don't merge]' maintenance/demo PRs: one changes packaging/version checks, one changes comment/diff workflow behavior, and one changes a security-gate workflow. They share broad CI/test surface area but not the same underlying change, so none of the soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the cluster is heterogeneous, with each PR targeting a different workflow or test/bot check rather than the same fix.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46747 is the most concrete standalone change (a specific workflow trigger/security-gate adjustment), but it is still distinct from the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Both are dummy/check-style PRs, but one tests repo-bot formatting in setup/version files and the other changes a security-gate workflow; different code paths and goals." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Shared Vit test filename is incidental; 43488 is a packaging/version-format check while 43532 rewrites CI/comment workflow and helper utilities." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they address different mechanisms: self-comment/diff reporting vs. PR security-gate triggering. Not one concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 33, + "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": "359a25d8767224ca142fadeddabc16c253486b499d402d642f1f96244048c90d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline and the other adds a Promptable Visual Segmentation pipeline. They share infrastructure and documentation patterns, but they target different model/task code paths and should not be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; each implements a different segmentation pipeline with different task scope and supporting files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying changes: concept segmentation vs visual segmentation. Shared docs/pipeline scaffolding is not enough to treat them as the same fix or one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 33, + "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": "9003764310fe088c9dbac644915c63f562764f137538d57e2663668a66f2bbe5", + "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 PRs are related only at a high level (both modify `trainer.py` and expose trainer customization hooks), but they fix different code paths: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying changes: 43651 adjusts training loss scaling in `training_step`, while 43663 adds an override point for input-signature column filtering. Shared file/subsystem alone is not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 33, + "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": "950d18bd3cf400ada242c2b84514b8889759ac411e095a45c9ada6df14ce83db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs modify `src/transformers/cli/serve.py` and are related to `TypeAdapter` typing/import handling, but they address different failure modes: #43656 is a broader annotations/typing cleanup, while #43842 specifically fixes the runtime failure when `pydantic` is not installed. They are adjacent, not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#43842 is the better representative of the cluster because it targets a concrete runtime `TypeAdapter` failure path (`pydantic` absent) with a minimal, focused fix; #43656 is broader typing cleanup and appears to address a different issue.", + "best_issue_reason": null, + "best_pr_reason": "#43842 best matches the concrete bug in the cluster: it prevents importing `TypeAdapter` at runtime and quotes the annotation, which directly fixes the `NameError`/missing-`pydantic` path without unrelated refactoring.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Shared file and similar theme, but the fixes are not the same underlying change. #43656 is a broader annotations/typing adjustment; #43842 is a targeted `pydantic`-missing runtime fix. 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": 11, + "component_count": 33, + "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": 12, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44161", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44066", + "pull_request:43997|pull_request:44017", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "d64dbebea8808c3c31bbbadc154b6fc043ac8313dfb51e817c2e62dc2e3d8206", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Conservative triage: the only true duplicate family in this packet is the GPT-J/CodeGen refactor centered on PR 44722; the other output-tracing PRs are same-theme changes on different model code paths and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best canonical PR because it is the broadest GPT-J/CodeGen slice of the same concrete output-tracing refactor and subsumes the narrower GPT-J-only change in 44085 and the GPT-J+CodeGen change in 44066.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest global representative: it covers the actual duplicate family in this packet and is the clearest complete version of the GPT-J/CodeGen decorator migration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; shared tracking theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families; not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Both are GPT-J-related, but the packet does not support them as the same exact refactor." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet-family work vs EfficientNet; same initiative, different code paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet output tracing vs GPT-J/CodeGen; unrelated changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet; not the same underlying change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa v2; unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR; different concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": false, + "reason": "Same GPT-Neo family, but not enough evidence that these are the same exact change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen vs MPT; same theme only." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; different model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same model/code path." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen; unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; different model-specific refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; same broad topic only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; different model refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; different implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; different model code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM; unrelated model changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44116", + "accept": false, + "reason": "MPT vs Flaubert/XLM; different model-specific refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; unrelated models." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR; same pattern, not same code path." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen; different model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer vs LongT5; same initiative only." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer vs VisualBert; different concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer vs GPT-J/CodeGen; unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet vs Segformer; different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; unrelated refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet vs LongT5; same broad theme only." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; different code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44722", + "accept": false, + "reason": "MPNet vs GPT-J/CodeGen; unrelated model changes." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM vs LongT5; not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert vs Flaubert/XLM; different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 vs MPT; same topic only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo vs GPT-2; different model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM; unrelated changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen; different model paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; not the same bug/change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert vs LongT5; unrelated models." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen decorator migration; 44722 is the broader later slice of the same code-path change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same code path; 44722 subsumes the GPT-J-only slice." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; different model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet/ResNet; only the tracking issue is shared." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; unrelated model refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 vs SpeechT5; different concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 vs Vits; same theme only." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet vs ImageGPT; both are tracing refactors, but not the same underlying change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but two soft-edge verdicts overstate the evidence relative to the packet: 44066\u219444085 is marked false in the packet, and 44018\u219444068 is also marked false. The packet only supports 44066\u219444722 and 44085\u219444722 as true duplicates, so the analyst\u2019s claim that the GPT-J/CodeGen and GPT-Neo pairs are true duplicates is too strong. Because the soft-edge judgments are not conservative enough, reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 33, + "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": "0ca57af1ead3637c875a7079f41e023ec70e49592abe779be9aabe97eb34713a", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "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 are all open PRs for standardized output-tracing refactors, but each targets a different model implementation. They share a pattern, not the same concrete code path or change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "44073 is the clearest generic representative of the repeated output-tracing migration pattern, with a concise title and a straightforward single-model refactor.", + "best_issue_reason": null, + "best_pr_reason": "44129 has the strongest standalone context because it links an explicit issue target and shows a more complete SpeechT5 output-capture refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different model code paths (VisualBert vs TextNet); not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate output tracing, but for different models and separate implementations; too broad to treat as duplicates." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Shared decorator/capture refactor pattern only; MPNet and TextNet are independent model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "Different model files and different concrete refactors; same general migration trend is not enough for duplicate triage." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 touch different code paths, and SpeechT5 has its own issue-linked refactor scope." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "e9f1db6a5d4d5bddb6d6b41932eb51fb55ef3887790d87897b29466e1c927e48", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40183, + "estimated_input_tokens": 10046, + "estimated_eval_tokens": 20348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a common refactor pattern around output tracing, but they target different model architectures and code paths. They are not duplicate fixes; the similarity is mostly templated implementation work across separate models.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate PR here; if one must anchor the cluster, PR 44003 is the strongest representative because it is the broadest Mamba-family tracing refactor and introduces the shared tracing utilities in a substantive way.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the best representative of the cluster\u2019s recurring output-tracing refactor theme: it spans related files, makes deeper tracing-runtime changes, and is more substantial than the smaller single-model refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (timm_backbone vs upernet); same refactor motif, not the same change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model families; both are output-tracing refactors, but not one concrete bug or mergeable PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated architectures; shared tracing-cleanup pattern only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths and model families; not the same fix despite similar refactor style." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "timm_backbone and rwkv are unrelated; only the refactor template matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are different models; not a duplicate change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different subsystems and files; same output-tracing theme only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; these are separate refactors, not one underlying bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 vs VisionEncoderDecoder; no shared concrete code-path issue." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder stack and different model code; not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated; same refactor category only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and forward paths; not the same bug or change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "CLIP-style vision-text model vs Mamba-family model; no shared concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model implementations; not one mergeable PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are different model code paths; only the refactor pattern overlaps." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and runtime behavior; not the same underlying issue." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs depth_anything; shared tracing cleanup, not duplicate functionality." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated architectures; not the same fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different models and code paths; same broad refactor theme only." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba-family tracing refactor vs SuperPoint; different underlying model code." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba-family refactor and CodeGen change are separate implementations, not one bug." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different architectures and forward signatures; too broad to be duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen touch unrelated runtime paths; not a single fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet vs CodeGen; only the tracing-refactor pattern matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text encoder-decoder and CodeGen are unrelated model paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families; same tracing refactor style, not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything vs SpeechEncoderDecoder are separate code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are unrelated models; not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures; no shared concrete bug or patch." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are distinct model implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated; only the refactor theme is shared." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder models and code paths; not the same fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder vs SuperPoint; shared tracing cleanup only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and outputs; not a duplicate PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families; no common concrete bug to merge." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech encoder-decoder and DPR are separate implementations." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated models; not the same underlying change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model architectures and code paths; no duplicate fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are separate model changes, not one 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": 14, + "component_count": 33, + "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": "2ccb7d340097bd236427b1b9c66eed95c9a5bbc6bec0e633eceb5c30b801c17d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs that only overlap on common Transformers scaffolding and docs registration. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the better cluster representative because it has an explicit issue target and a narrower, clearly scoped Voxtral TTS implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the best single PR to reference since it is tied to a specific tracked issue and has a self-contained model addition scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: they add different models (PenguinVL vs Voxtral TTS), with different configs, processors, model code, tests, and docs. The shared files are generic registration/auto-mapping updates, not evidence of the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "1601c400eb3cad3c37cf31677db5c12859342c54219b8521d452f75be5c016bf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same fusion space, but they target different changes: one adds a general Module Fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and includes an example. Related, but not the same underlying PR.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the broader, more concrete implementation change centered on KernelConfig-based fusion integration, so it is the better representative of the cluster than the standalone API introduction.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the strongest candidate because it includes the core integration work and usage path, whereas #44979 is mainly the generic API layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They are related fusion features, but not the same code change: #44979 introduces a general Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and adds an example. Different scopes and likely separable PRs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 33, + "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": "a4347cd5dc53111814226e3f63d06df27803526d9e8e9c423f3e0a3269b562fd", + "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": "These two PRs are near-duplicates: both fix the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same file and target the same issue. PR 45317 is the stronger canonical choice because it includes the same code fix plus test coverage.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same bug fix as 45086 and also adds test coverage, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best PR representative: same concrete fix, same target issue, and broader validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: both PRs address the same underlying AttributeError in `_patch_mistral_regex` with the same code-path change in `tokenization_utils_tokenizers.py`; 45317 is just a more complete version with tests." + } + ] + }, + "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": 33, + "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": "abecd0f45a1a0168401c59c336837db60939e3e29bee65c214a51b22152a58ae", + "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 PRs target Nemotron H, but they are different change sets: one is a refactor/conversion-mapping update, the other is a broader model split into dense/sparse variants with docs and auto-mapping changes.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the broader, more representative NemotronH change: it introduces the dense/sparse model split, updates docs and auto mappings, and includes tests. PR 45115 is a narrower refactor focused on inheritance/conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best cluster representative because it covers the main user-visible architecture change and downstream wiring, whereas 45115 is a partial implementation detail change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related to the same model family, but not the same underlying bug/change. 45115 refactors NemotronH to inherit GraniteMoeHybrid and adjusts checkpoint conversion mappings; 45569 splits NemotronH into dense/sparse variants and updates docs, auto mappings, and tests. They address different scopes and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 33, + "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": "6164e4e6c08bfdf19121b0fb072bd8786c82ba2652776535d84a35541827ff3a", + "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 PRs both touch typing-related code, but they are not the same change: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds shared typing aliases/protocols and related modeling utilities fixes. They should not be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "45425 is the more focused, coherent typing-infrastructure change; 45415 is a broad repository-wide type-checking pass with a different scope.", + "best_issue_reason": null, + "best_pr_reason": "45425 is the best representative of the cluster because it has a tighter underlying problem statement and a more unified code change centered on reusable typing definitions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different underlying work: 45415 is a wide typing cleanup across many modules, while 45425 adds specific typing aliases/protocols and targeted fixes in a smaller set of files. Shared filenames alone are not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 33, + "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": "149210d0b3a122808188c1653caa78cf98756fc42bf5ed7a364ae1f10842b63f", + "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": "These PRs are related to expert-parallel loading, but they fix different bugs in different distributed paths: one targets DeepSpeed ZeRO-3/accelerate launch serialization and model capability detection, the other targets FSDP2 expert parameters being overwritten after rank-0 broadcast.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better representative of the cluster because it addresses the more concrete EP parameter-overwrite bug; PR 45548 is a separate DeepSpeed/accelerate loading fix rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the strongest standalone fix in this set since it directly patches the expert-parameter overwrite path; PR 45548 is adjacent but addresses a different loading/serialization issue.", + "soft_edge_verdicts": [ + { + "left": "Fix EP + DeepSpeed ZeRO-3 loading via accelerate launch", + "right": "Fix EP + FSDP2: experts silently overwritten by rank-0 broadcast", + "accept": false, + "reason": "Different underlying bugs and code paths: 45548 adds distributed_config serialization and has_ep for DeepSpeed/accelerate loading, while 45662 fixes post-shard wrapping to prevent FSDP2 rank-0 overwrite. Not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 33, + "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": "d8ba574768ddc74cecfdcc436539709448f88e20bbee02f2618daaccc269d4d4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist/captured_info logging collision in `testing_utils.py`; PR 45645 appears to subsume PR 45639 by adding the same core fix plus CI workflow support for multiple captured-info files.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete fix: it includes the worker-safe output change in `src/transformers/testing_utils.py` and also updates the CI workflow to collect multiple `captured_info*.txt` files, so it covers the full artifact-handling problem.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative because it resolves the underlying xdist collision and the downstream log aggregation breakage, making it the broader, more complete change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying captured_info xdist-safety fix; 45645 contains the same core code-path change plus the workflow adjustment needed to consume per-worker files, so they could plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 33, + "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": 22, + "component_count": 33, + "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": "7a4bb3277265338ef987d15141a46526857288f4249bf4d7648be2d4b724d305", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs overlap in a few distributed filenames, but they are not the same change: #46126 is a focused EP/Trainer integration feature, while #46269 is a broad distributed branch base touching many unrelated areas. The shared files look incidental to the wider branch work, not evidence of duplicate intent.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46126 is the more focused, self-contained change with a clear feature goal (EP + Trainer integration) and narrower scope.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best canonical PR candidate because it is the most specific and actionable implementation of a single feature, unlike the broad base branch in #46269.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they share some distributed files, but #46126 targets EP routing/Trainer integration while #46269 is a broad distributed branch base covering many unrelated modules. They do not look like the same underlying change and would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46432|pull_request:46563", + "pull_request:46504|pull_request:46716", + "pull_request:46432|pull_request:46716" + ], + "prepared_review_unit_hash": "c195e50b9e3b81fb6f55cf4e1387faf7ddd73044db734b4b3f9b69768ae36062", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26689, + "estimated_input_tokens": 6673, + "estimated_eval_tokens": 13602 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26689, + "estimated_input_tokens": 6673, + "estimated_eval_tokens": 13602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated workflow-maintenance PRs. None of the soft-similarity pairs are true duplicates; the only same-file group (pr-ci-security-gate.yml) still contains distinct changes to different parts of the workflow.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are not the same underlying change, even when they touch the same workflow file.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the most substantive and self-contained change in the set, but it still isn\u2019t a duplicate of the others; the rest are smaller, distinct workflow tweaks.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated fixes: self-comment CI stdin handling vs. pr-ci-security-gate security checks." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and unrelated fixes; one updates self-comment CI, the other changes PR security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different files and different changes; no shared code path or underlying bug." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different files and different changes; not the same underlying bug or change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different behavior; one changes stdin usage, the other adjusts build-ci-docker-images commit-message handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening vs benchmark workflow trigger expansion; unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflows and unrelated fixes; no common bug or merged change target." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and unrelated fixes; no shared code path." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different problems; SSH runner hardening is unrelated to PR security-gate logic." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and different security concerns; not the same fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow behaviors: anti-slop permissions vs benchmark trigger conditions." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and different fixes; same broad CI area is not enough to merge." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different changes; permissions tweak vs build script message handling." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Same repo area but unrelated workflows and fixes; not the same underlying bug." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers checkout ref vs benchmark trigger logic; unrelated changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different fixes; no common code-path problem." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Unrelated workflows; checkout behavior in assign-reviewers does not match security-gate changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark trigger expansion vs build CI commit-message parsing; unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different purposes; not a duplicate change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and unrelated behavior changes; both touch CI but not the same fix." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and different changes; not the same code-path problem." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Both touch pr-ci-security-gate.yml, but they change different parts of it: security-check logic vs wrapper permissions/approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but one adds checks while the other only adds explanatory comments; not the same underlying fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but one adds security checks and the other changes secrets inheritance; distinct problems." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but permissions/approval gating vs comment-only note; not a duplicate." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but approval/permissions changes vs secrets handling; distinct changes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only clarification vs secrets:{ } change; no shared underlying bug." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated changes; build-ci-docker-images vs pr-ci-security-gate comment note." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH runner hardening vs a pr-ci-security-gate comment update; unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated changes; no shared code path." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "SSH runner hardening vs PR security-gate secrets handling; unrelated changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "d44abfb4e3793c0a978e5ed14daf269c0c488cc18b60942fd66af72acb5e4787", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs address the same MoonshineStreaming right-window off-by-one boundary, but one of them also expands the fix to Gemma4 and adds tests, so the overlap is strong but not an exact duplicate change set.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical representative because it includes the MoonshineStreaming off-by-one correction plus test coverage and a related Gemma4 adjustment, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the best overall PR in the cluster since it covers the same core MoonshineStreaming bug as the other PR and broadens the fix with tests and an additional model implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": false, + "reason": "Both touch the same MoonshineStreaming right-window boundary bug, but 47162 also changes Gemma4 and adds tests, so this is a related superset rather than the same concrete PR change set." + } + ] + }, + "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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "06206762c5e19de771309e14936521eeec1ee9b68707db803546fbaac5de58e3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated: one fixes CodeLlama decode stripping by moving tokenizer decoder setup, while the other fixes DeepSeek-Coder/DeepSeek-LLM loading to the correct tokenizer class via auto-tokenizer checkpoint overrides.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different bugs and code paths: CodeLlama decoder/leading-space handling vs DeepSeek checkpoint-to-tokenizer-class selection. They do not look mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 33, + "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-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "8dfdfa8b89bf22c137d8345b53e5bfe0fab0a01601215bb76b256425097ef5fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4580, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same FA2 long-context decode/perf regression on issue #46693 and touch the same flash-attention utility path; #47215 is the broader, more complete follow-up while #46696 is a narrower initial fix.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47215 is the better canonical artifact because it covers the underlying flash-attention long-context regression more completely, adds the related tracing/compile guard changes and supporting tests/benchmarks, and appears to subsume the narrower fix in #46696.", + "best_issue_reason": null, + "best_pr_reason": "PR #47215 is the best representative of the cluster since it addresses the same concrete code path with the fuller fix and validation, making it more suitable as the primary PR to keep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": true, + "reason": "Same underlying FA2 long-context regression on the same issue and same utility code path; #47215 looks like a broader superseding implementation of the same fix 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": 28, + "component_count": 33, + "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-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "aa87b194af7571c34a6fd8bb65a93024221d202359647c0989890b41b412a70b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5433, + "estimated_input_tokens": 1359, + "estimated_eval_tokens": 2974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix padding-mask omissions, but they target different bugs: one is a batch-size-1 masking bug in linear-attention models, the other is a continued-forward/chunked-prefill masking bug in recurrent attention utilities. They are related at a high level but not the same change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47087 is the better canonical representative because it has a narrower, well-scoped fix in the shared masking utility and an explicit issue target, making it the cleaner anchor for this cluster's padding-mask theme.", + "best_issue_reason": null, + "best_pr_reason": "PR #47087 is the strongest standalone PR: it fixes a concrete continued-forward masking bug in a central utility, includes tests, and is easier to reuse as the representative fix than the broader model-specific batch-size-1 patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Different underlying bugs and code paths: #46773 addresses batch-size-1 padding-mask skipping in linear-attention model forwards, while #47087 addresses padding-mask skipping on continued forwards/chunked prefill in recurrent attention. They are related, but not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 33, + "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-47074-3", + "nodes": [ + "pull_request:47074", + "pull_request:47076", + "pull_request:47195" + ], + "soft_pairs": [ + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47195" + ], + "prepared_review_unit_hash": "f6687f502b4d0c2c3c40f66d0afcae9584639c3bac5598ebfda3fa2f4a5c1996", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three PRs are unrelated: one fixes multimodal key normalization in AnyToAnyPipeline, one validates Gemma4 audio placeholder handling in processors, and one corrects a decoding-length cap in generation candidate lookup. I do not see a duplicate or same-underlying-change relationship between any pair.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a meaningful cluster canonical because the changes target different subsystems and bug classes; they should be triaged independently.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different code paths and bug types: pipeline input-key normalization vs Gemma4 processor placeholder validation. They are not the same underlying fix and would not merge into one PR." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated subsystems: multimodal pipeline key mapping vs generation candidate length capping. No shared concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 33, + "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-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "769abdc38d15a7b4aa0542646b1ad5f4d63f43a50b6271a7b69df69959730435", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated: one re-enables and updates a VITS model forward test, while the other adjusts an RT-DETR v2 weight-conversion script for current model keys. They do not describe the same bug or change and should not be deduplicated.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single canonical PR: the PRs fix different code paths in different model areas and are not mergeable into one change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different subsystems and different purposes: test re-enablement for VITS versus converter-key mapping fixes for RT-DETR v2. They do not fix the same underlying bug 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": 31, + "component_count": 33, + "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-47122-10", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47310" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47310", + "pull_request:47123|pull_request:47280", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47281", + "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47310", + "pull_request:47124|pull_request:47150", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47281", + "pull_request:47150|pull_request:47310", + "pull_request:47150|pull_request:47280", + "pull_request:47150|pull_request:47282", + "pull_request:47150|pull_request:47281", + "pull_request:47150|pull_request:47224", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47266|pull_request:47310", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282" + ], + "prepared_review_unit_hash": "1fdc8fcfffb0d89a1e0019ce1d95424ac4717f93e2707f9ef5f60dcc4d9fb0e5", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29372, + "estimated_input_tokens": 7343, + "estimated_eval_tokens": 14942 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29372, + "estimated_input_tokens": 7343, + "estimated_eval_tokens": 14942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated serge-generated integration-test fix PRs across different models. Only a few are true overlaps: edgetam fixes (47122/47224), whisper generation fix (47150/47224), and the two minimax_m3_vl load_error fixes (47123/47280).", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47224 is the broadest umbrella and directly includes concrete code-path fixes overlapping with other accepted duplicates (edgetam, whisper) while also addressing the wider serge integration-test batch.", + "best_issue_reason": null, + "best_pr_reason": "PR 47224 is the best representative because it is the main umbrella patch spanning multiple real overlaps and the shared integration-test-failure cleanup theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and different failure mode; both are test-failure fixes but not the same bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Edgetam backbone kwarg bug vs minimax_m3_vl load_error; unrelated code paths." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different model and load_error fix; no shared underlying code-path problem." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "47224 includes the same edgetam fix removing original_sizes before calling the backbone." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Edgetam kwarg filtering vs gemma3 cache_implementation handling; unrelated bugs." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Both address the same minimax_m3_vl load_error by providing an offload folder during model loading." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Same symptom label, but different models and likely different loading failure causes." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and different fix area; not the same underlying issue." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Load_error in minimax_m3_vl vs output_mismatch in falcon_mamba; unrelated." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Falcon_mamba generation output mismatch vs gemma3 cache default behavior; different code paths." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Different models and failures; one is generation config for gemma3, the other whisper max_length handling." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Falcon_mamba output mismatch vs mamba2 OOM; not the same bug." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model/failure type; no concrete shared bug." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Output mismatch in falcon_mamba vs load_error in deepseek_v32; unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47310", + "accept": false, + "reason": "Whisper max_length fix vs gemma3 cache_implementation behavior; unrelated code paths." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47280", + "accept": false, + "reason": "Different model and failure mode; no common underlying change." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47282", + "accept": false, + "reason": "Whisper generation fix vs mamba2 OOM; unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47281", + "accept": false, + "reason": "Whisper generation bug vs glm46v modular model changes; different problem." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": true, + "reason": "47224 includes the same whisper fix that writes generation_config.max_length when previous-segment conditioning increases length." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Both load_error fixes, but for different models and likely different loading mechanisms." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and unrelated implementation changes." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47310", + "accept": false, + "reason": "Deepseek_v32 load_error vs gemma3 generation cache behavior; not the same bug." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Same broad test-failure label, but different models and code paths." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Minimax_m3_vl load_error vs mamba2 OOM; different failure class." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model/failure mode; no shared underlying change." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "GLM46V modeling changes vs mamba2 OOM test fix; unrelated." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Mamba2 OOM mitigation vs gemma3 cache default handling; different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted overlaps are well supported: edgetam (47122/47224), whisper (47150/47224), and minimax_m3_vl load_error (47123/47280). The false verdicts for the other pairs are appropriately cautious given the different models/code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 33, + "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-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "d967a2f8555ab2b7183e2122a157db8f9bc2f9aadd566dfcabe2a836cd418347", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4409, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related chat CLI service-root URL fixes, but they are not close enough to treat as the same mergeable change: 47140 normalizes the base URL at interface construction, while 47303 changes only the load_model call site.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47140 is the better canonical PR because it implements the broader URL normalization at the interface boundary, which is the more general service-root handling change in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 47140 is the strongest representative for the cluster\u2019s underlying theme since it applies the service-root fix more generally across management URL use rather than only one request path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Related but not the same concrete fix: 47140 normalizes the base URL during interface construction, while 47303 rewrites only the load_model request path. They share subsystem and intent, but the code-path changes are different enough that I would not merge them as one PR." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that these PRs are related to chat CLI service-root URL handling, but the analyst overstates the certainty. They target different explicit issues, and the fixes are not the same shape: 47140 normalizes the base URL at interface construction for broader management use, while 47303 rewrites only the load_model call site. That is related evidence, but not enough to confidently say they are the same underlying bug or that they cleanly merge into one PR without qualification. A more conservative verdict would hedge this as a likely related pair rather than an accepted same-bug/mergeable match." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 33, + "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-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "e36bc45a200a03caddd923e428b161c8bb067686bea9944f09d0b7a770653b0d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests address unrelated fixes in different parts of the codebase: Trainer loss scaling vs. generation logits warping. They should not be treated as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduping here; the PRs fix different code paths and should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the stronger representative because it has an explicit issue target and a narrowly defined training bug fix with clear expected behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different underlying problems in different subsystems: gradient inflation with label smoothing/gradient accumulation vs. honoring min_tokens_to_keep in TopHLogitsWarper. They are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260715T120033Z/analysis-runs/hybrid-model-20260715t120033z/manifest.json b/snapshots/20260715T120033Z/analysis-runs/hybrid-model-20260715t120033z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2e8e005c021d36f6eee872fe3859ba7abf51cdb7 --- /dev/null +++ b/snapshots/20260715T120033Z/analysis-runs/hybrid-model-20260715t120033z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260715t120033z", + "artifacts": { + "hybrid": "snapshots/20260715T120033Z/analysis-runs/hybrid-model-20260715t120033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260715T120033Z/analysis-runs/hybrid-model-20260715t120033z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-15T12:14:53Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260715T120033Z", + "variant": "hybrid" +} diff --git a/snapshots/20260715T120033Z/manifest.json b/snapshots/20260715T120033Z/manifest.json index 224789f1e57e1cd17476f9e06ee2676400f4de93..aeb0d8ffc32a0b4fcda2130745f754e59fadbf96 100644 --- a/snapshots/20260715T120033Z/manifest.json +++ b/snapshots/20260715T120033Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1186 }, "extracted_at": "2026-07-15T12:00:33Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260715t120033z", + "runs": { + "hybrid-model-20260715t120033z": { + "analysis_id": "hybrid-model-20260715t120033z", + "artifacts": { + "hybrid": "snapshots/20260715T120033Z/analysis-runs/hybrid-model-20260715t120033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260715T120033Z/analysis-runs/hybrid-model-20260715t120033z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260715T120033Z/analysis-runs/hybrid-model-20260715t120033z/manifest.json", + "model": null, + "published_at": "2026-07-15T12:14:53Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260715T120033Z", "watermark": {